},
{
"cell_type": "code",
- "execution_count": 323,
+ "execution_count": 3,
"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",
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Open a connection to the Mongo server\n",
- "client = pymongo.MongoClient('mongodb://localhost:27351/')"
+ "client = pymongo.MongoClient('mongodb://localhost:27017/')"
]
},
{
"metadata": {
"collapsed": false
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "DB doesn't exist yet.\n"
+ ]
+ }
+ ],
"source": [
- "try:\n",
- " client.drop_database(songs_db)\n",
- "except NameError:\n",
- " print(\"DB doesn't exist yet.\")"
+ "# try:\n",
+ "# client.drop_database(songs_db)\n",
+ "# except NameError:\n",
+ "# print(\"DB doesn't exist yet.\")"
]
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 5,
"metadata": {
"collapsed": false
},
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 6,
"metadata": {
"collapsed": false
},
"['app_name', 'client_id', 'client_secret', 'redirect_uri', 'token']"
]
},
- "execution_count": 8,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 385,
+ "execution_count": 9,
"metadata": {
"collapsed": true
},
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 7,
"metadata": {
"collapsed": false
},
},
{
"cell_type": "code",
- "execution_count": 67,
+ "execution_count": 8,
"metadata": {
"collapsed": false
},
" 'name': 'Radiohead'}])"
]
},
- "execution_count": 67,
+ "execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 68,
+ "execution_count": 9,
"metadata": {
"collapsed": false
},
" 'name': 'The Beatles'}])"
]
},
- "execution_count": 68,
+ "execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 13,
"metadata": {
"collapsed": false
},
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 14,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "15"
+ "48"
]
},
- "execution_count": 20,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 86,
+ "execution_count": 15,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "28"
+ "48"
]
},
- "execution_count": 86,
+ "execution_count": 15,
"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",
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- " 'NL',\n",
- " 'NO',\n",
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- " '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",
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- " 'BG',\n",
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- " 'CL',\n",
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- " '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",
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- " '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",
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- " '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": 16,
"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",
- " </tr>\n",
- " <tr>\n",
- " <th>2</th>\n",
" <td>2pCqZLeavM2BMovJXsJEIV</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Let It Be (Remastered)</td>\n",
+ " <td>2Pqkn9Dq2DFtdfkKAeqgMd</td>\n",
+ " <td>47bcKzmKgmMPHXNVOWpLiu</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>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>4</th>\n",
- " <td>47bcKzmKgmMPHXNVOWpLiu</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Yellow Submarine (Remastered)</td>\n",
+ " <th>artist_id</th>\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>5</th>\n",
- " <td>03Qh833fEdVT30Pfs93ea6</td>\n",
- " <td>The Beatles</td>\n",
- " <td>The Beatles (Remastered)</td>\n",
+ " <th>artist_name</th>\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>6</th>\n",
- " <td>6P9yO0ukhOx3dvmhGKeYoC</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Magical Mystery Tour (Remastered)</td>\n",
+ " <th>artists</th>\n",
+ " <td>[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The...</td>\n",
+ " <td>[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The...</td>\n",
+ " <td>[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The...</td>\n",
+ " <td>[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The...</td>\n",
+ " <td>[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The...</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>7</th>\n",
- " <td>1PULmKbHeOqlkIwcDMNwD4</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>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>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>[{'url': 'https://i.scdn.co/image/1b1879c1dd16...</td>\n",
+ " <td>[{'url': 'https://i.scdn.co/image/4e6916b16ce5...</td>\n",
+ " <td>[{'url': 'https://i.scdn.co/image/809c6f28db64...</td>\n",
+ " <td>[{'url': 'https://i.scdn.co/image/9cab76ad73ce...</td>\n",
+ " <td>[{'url': 'https://i.scdn.co/image/411d661890b8...</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>55</td>\n",
+ " <td>69</td>\n",
+ " <td>61</td>\n",
+ " <td>68</td>\n",
+ " <td>51</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>{'offset': 0, 'items': [{'preview_url': 'https...</td>\n",
+ " <td>{'offset': 0, 'items': [{'preview_url': 'https...</td>\n",
+ " <td>{'offset': 0, 'items': [{'preview_url': 'https...</td>\n",
+ " <td>{'offset': 0, 'items': [{'preview_url': 'https...</td>\n",
+ " <td>{'offset': 0, 'items': [{'preview_url': 'https...</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",
+ "artist_id NaN \n",
+ "artist_name NaN \n",
+ "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The... \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 [{'url': 'https://i.scdn.co/image/1b1879c1dd16... \n",
+ "label Digital Distribution Trinidad and Tobago \n",
+ "name Live At The Hollywood Bowl \n",
+ "popularity 55 \n",
+ "release_date 2016-09-09 \n",
+ "release_date_precision day \n",
+ "tracks {'offset': 0, 'items': [{'preview_url': 'https... \n",
+ "type album \n",
+ "uri spotify:album:5XfJmldgWzrc1AIdbBaVZn \n",
+ "\n",
+ " 1 \\\n",
+ "_id 5ju5Ouzan3QwXqQt1Tihbh \n",
+ "album_type album \n",
+ "artist_id NaN \n",
+ "artist_name NaN \n",
+ "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The... \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 [{'url': 'https://i.scdn.co/image/4e6916b16ce5... \n",
+ "label Digital Distribution Trinidad and Tobago \n",
+ "name 1 (Remastered) \n",
+ "popularity 69 \n",
+ "release_date 2000-11-13 \n",
+ "release_date_precision day \n",
+ "tracks {'offset': 0, 'items': [{'preview_url': 'https... \n",
+ "type album \n",
+ "uri spotify:album:5ju5Ouzan3QwXqQt1Tihbh \n",
+ "\n",
+ " 2 \\\n",
+ "_id 2pCqZLeavM2BMovJXsJEIV \n",
+ "album_type album \n",
+ "artist_id NaN \n",
+ "artist_name NaN \n",
+ "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The... \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 [{'url': 'https://i.scdn.co/image/809c6f28db64... \n",
+ "label EMI Catalogue \n",
+ "name Let It Be (Remastered) \n",
+ "popularity 61 \n",
+ "release_date 1970-05-08 \n",
+ "release_date_precision day \n",
+ "tracks {'offset': 0, 'items': [{'preview_url': 'https... \n",
+ "type album \n",
+ "uri spotify:album:2pCqZLeavM2BMovJXsJEIV \n",
+ "\n",
+ " 3 \\\n",
+ "_id 2Pqkn9Dq2DFtdfkKAeqgMd \n",
+ "album_type album \n",
+ "artist_id NaN \n",
+ "artist_name NaN \n",
+ "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The... \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 [{'url': 'https://i.scdn.co/image/9cab76ad73ce... \n",
+ "label EMI Catalogue \n",
+ "name Abbey Road (Remastered) \n",
+ "popularity 68 \n",
+ "release_date 1969-09-26 \n",
+ "release_date_precision day \n",
+ "tracks {'offset': 0, 'items': [{'preview_url': 'https... \n",
+ "type album \n",
+ "uri spotify:album:2Pqkn9Dq2DFtdfkKAeqgMd \n",
+ "\n",
+ " 4 \n",
+ "_id 47bcKzmKgmMPHXNVOWpLiu \n",
+ "album_type album \n",
+ "artist_id NaN \n",
+ "artist_name NaN \n",
+ "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'name': 'The... \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 [{'url': 'https://i.scdn.co/image/411d661890b8... \n",
+ "label EMI Catalogue \n",
+ "name Yellow Submarine (Remastered) \n",
+ "popularity 51 \n",
+ "release_date 1969-01-17 \n",
+ "release_date_precision day \n",
+ "tracks {'offset': 0, 'items': [{'preview_url': 'https... \n",
+ "type album \n",
+ "uri spotify:album:47bcKzmKgmMPHXNVOWpLiu "
+ ]
+ },
+ "execution_count": 16,
+ "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": 17,
+ "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": 18,
+ "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",
+ " <td>1PULmKbHeOqlkIwcDMNwD4</td>\n",
" <td>The Beatles</td>\n",
" <td>Sgt. Pepper's Lonely Hearts Club Band (Remaste...</td>\n",
" </tr>\n",
" <td>Radiohead</td>\n",
" <td>Pablo Honey</td>\n",
" </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>4g9Jfls8z2nbQxj5PiXkiy</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Blue & Lonesome</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29</th>\n",
+ " <td>4fhWcu56Bbh5wALuTouFVW</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Havana Moon (Live)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>30</th>\n",
+ " <td>3PbRKFafwE7Of8e4dTee72</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Totally Stripped (Live)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>31</th>\n",
+ " <td>5eTqRwTGKPBUiUuN1rFaXD</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Live 1965: Music From Charlie Is My Darling (L...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>32</th>\n",
+ " <td>3CHu7qW160uqPZHW3TMZ1l</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Shine A Light</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>33</th>\n",
+ " <td>4FTHynKEtuP7eppERNfjyG</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>A Bigger Bang (2009 Re-Mastered)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>34</th>\n",
+ " <td>50UGtgNA5bq1c0BDjPfmbD</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Live Licks</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>35</th>\n",
+ " <td>0ZGddnvcVzHVHfE3WW1tV5</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Bridges To Babylon (2009 Re-Mastered)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>36</th>\n",
+ " <td>4M8Q1L9PZq0xK5tLUpO3jd</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Stripped</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>37</th>\n",
+ " <td>62ZT16LY1phGM0O8x5qW1z</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Voodoo Lounge (2009 Re-Mastered)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>38</th>\n",
+ " <td>1W1UJulgICjFDyYIMUwRs7</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Flashpoint</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>39</th>\n",
+ " <td>25mfHGJNQkluvIqedXHSx3</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Steel Wheels (2009 Re-Mastered)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>40</th>\n",
+ " <td>1TpcI1LEFVhBvDPSTMPGFG</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Dirty Work</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>41</th>\n",
+ " <td>1WSfNoPDPzgyKFN6OSYWUx</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Dirty Work (Remastered 2009)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>42</th>\n",
+ " <td>064eFGemsrDcMvgRZ0gqtw</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Undercover (2009 Re-Mastered)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>43</th>\n",
+ " <td>0hxrNynMDh5QeyALlf1CdS</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Still Life</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>44</th>\n",
+ " <td>1YvnuYGlblQ5vLnOhaZzpn</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Tattoo You (2009 Re-Mastered)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>45</th>\n",
+ " <td>2wZgoXS06wSdu9C0ZJOvlc</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Emotional Rescue (2009 Re-Mastered)</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>46</th>\n",
+ " <td>54sqbAXxR1jFfyXb1WvrHK</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Some Girls</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>47</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name \\\n",
- "0 5XfJmldgWzrc1AIdbBaVZn The Beatles \n",
- "1 5ju5Ouzan3QwXqQt1Tihbh The Beatles \n",
- "2 2pCqZLeavM2BMovJXsJEIV The Beatles \n",
- "3 2Pqkn9Dq2DFtdfkKAeqgMd The Beatles \n",
- "4 47bcKzmKgmMPHXNVOWpLiu The Beatles \n",
- "5 03Qh833fEdVT30Pfs93ea6 The Beatles \n",
- "6 6P9yO0ukhOx3dvmhGKeYoC The Beatles \n",
- "7 1PULmKbHeOqlkIwcDMNwD4 The Beatles \n",
- "8 0PYyrqs9NXtxPhf0CZkq2L The Beatles \n",
- "9 3OdI6e43crvyAHhaqpxSyz The Beatles \n",
- "10 19K3IHYeVkUTjcBHGfbCOi The Beatles \n",
- "11 7BgGBZndAvDlKOcwe5rscZ The Beatles \n",
- "12 71Mwd9tntFQYUk4k2DwA0D The Beatles \n",
- "13 1DBkJIEoeHrTX4WCBQGcCi Radiohead \n",
- "14 3nkEsxmIX0zRNXGAexaHAn The Beatles \n",
- "15 7gDXyW16byCQOgK965BRzn The Beatles \n",
- "16 6vuykQgDLUCiZ7YggIpLM9 Radiohead \n",
- "17 47xaqCsJcYFWqD1gwujl1T Radiohead \n",
- "18 7eyQXxuf2nGj9d2367Gi5f Radiohead \n",
- "19 36lJLPoPPOKNFddTAcirnc Radiohead \n",
- "20 6Eo5EkmdLvZrONzi046iC2 Radiohead \n",
- "21 1oW3v5Har9mvXnGk0x4fHm Radiohead \n",
- "22 6svTt5o2lUgIrgYDKVmdnD Radiohead \n",
- "23 6V9YnBmFjWmXCBaUVRCVXP Radiohead \n",
- "24 19RUXBFyM4PpmrLRdtqWbp Radiohead \n",
- "25 7dxKtc08dYeRVHt3p9CZJn Radiohead \n",
- "26 500FEaUzn8lN9zWFyZG5C2 Radiohead \n",
- "27 6400dnyeDyD2mIFHfkwHXN Radiohead \n",
+ " _id artist_name \\\n",
+ "0 5XfJmldgWzrc1AIdbBaVZn The Beatles \n",
+ "1 5ju5Ouzan3QwXqQt1Tihbh The Beatles \n",
+ "2 2pCqZLeavM2BMovJXsJEIV The Beatles \n",
+ "3 2Pqkn9Dq2DFtdfkKAeqgMd The Beatles \n",
+ "4 47bcKzmKgmMPHXNVOWpLiu The Beatles \n",
+ "5 03Qh833fEdVT30Pfs93ea6 The Beatles \n",
+ "6 6P9yO0ukhOx3dvmhGKeYoC The Beatles \n",
+ "7 1PULmKbHeOqlkIwcDMNwD4 The Beatles \n",
+ "8 0PYyrqs9NXtxPhf0CZkq2L The Beatles \n",
+ "9 3OdI6e43crvyAHhaqpxSyz The Beatles \n",
+ "10 19K3IHYeVkUTjcBHGfbCOi The Beatles \n",
+ "11 7BgGBZndAvDlKOcwe5rscZ The Beatles \n",
+ "12 71Mwd9tntFQYUk4k2DwA0D The Beatles \n",
+ "13 1DBkJIEoeHrTX4WCBQGcCi Radiohead \n",
+ "14 3nkEsxmIX0zRNXGAexaHAn The Beatles \n",
+ "15 7gDXyW16byCQOgK965BRzn The Beatles \n",
+ "16 6vuykQgDLUCiZ7YggIpLM9 Radiohead \n",
+ "17 47xaqCsJcYFWqD1gwujl1T Radiohead \n",
+ "18 7eyQXxuf2nGj9d2367Gi5f Radiohead \n",
+ "19 36lJLPoPPOKNFddTAcirnc Radiohead \n",
+ "20 6Eo5EkmdLvZrONzi046iC2 Radiohead \n",
+ "21 1oW3v5Har9mvXnGk0x4fHm Radiohead \n",
+ "22 6svTt5o2lUgIrgYDKVmdnD Radiohead \n",
+ "23 6V9YnBmFjWmXCBaUVRCVXP Radiohead \n",
+ "24 19RUXBFyM4PpmrLRdtqWbp Radiohead \n",
+ "25 7dxKtc08dYeRVHt3p9CZJn Radiohead \n",
+ "26 500FEaUzn8lN9zWFyZG5C2 Radiohead \n",
+ "27 6400dnyeDyD2mIFHfkwHXN Radiohead \n",
+ "28 4g9Jfls8z2nbQxj5PiXkiy The Rolling Stones \n",
+ "29 4fhWcu56Bbh5wALuTouFVW The Rolling Stones \n",
+ "30 3PbRKFafwE7Of8e4dTee72 The Rolling Stones \n",
+ "31 5eTqRwTGKPBUiUuN1rFaXD The Rolling Stones \n",
+ "32 3CHu7qW160uqPZHW3TMZ1l The Rolling Stones \n",
+ "33 4FTHynKEtuP7eppERNfjyG The Rolling Stones \n",
+ "34 50UGtgNA5bq1c0BDjPfmbD The Rolling Stones \n",
+ "35 0ZGddnvcVzHVHfE3WW1tV5 The Rolling Stones \n",
+ "36 4M8Q1L9PZq0xK5tLUpO3jd The Rolling Stones \n",
+ "37 62ZT16LY1phGM0O8x5qW1z The Rolling Stones \n",
+ "38 1W1UJulgICjFDyYIMUwRs7 The Rolling Stones \n",
+ "39 25mfHGJNQkluvIqedXHSx3 The Rolling Stones \n",
+ "40 1TpcI1LEFVhBvDPSTMPGFG The Rolling Stones \n",
+ "41 1WSfNoPDPzgyKFN6OSYWUx The Rolling Stones \n",
+ "42 064eFGemsrDcMvgRZ0gqtw The Rolling Stones \n",
+ "43 0hxrNynMDh5QeyALlf1CdS The Rolling Stones \n",
+ "44 1YvnuYGlblQ5vLnOhaZzpn The Rolling Stones \n",
+ "45 2wZgoXS06wSdu9C0ZJOvlc The Rolling Stones \n",
+ "46 54sqbAXxR1jFfyXb1WvrHK The Rolling Stones \n",
+ "47 6FjXxl9VLURGuubdXUn2J3 The Rolling Stones \n",
"\n",
" name \n",
"0 Live At The Hollywood Bowl \n",
"24 Kid A \n",
"25 OK Computer \n",
"26 The Bends \n",
- "27 Pablo Honey "
+ "27 Pablo Honey \n",
+ "28 Blue & Lonesome \n",
+ "29 Havana Moon (Live) \n",
+ "30 Totally Stripped (Live) \n",
+ "31 Live 1965: Music From Charlie Is My Darling (L... \n",
+ "32 Shine A Light \n",
+ "33 A Bigger Bang (2009 Re-Mastered) \n",
+ "34 Live Licks \n",
+ "35 Bridges To Babylon (2009 Re-Mastered) \n",
+ "36 Stripped \n",
+ "37 Voodoo Lounge (2009 Re-Mastered) \n",
+ "38 Flashpoint \n",
+ "39 Steel Wheels (2009 Re-Mastered) \n",
+ "40 Dirty Work \n",
+ "41 Dirty Work (Remastered 2009) \n",
+ "42 Undercover (2009 Re-Mastered) \n",
+ "43 Still Life \n",
+ "44 Tattoo You (2009 Re-Mastered) \n",
+ "45 Emotional Rescue (2009 Re-Mastered) \n",
+ "46 Some Girls \n",
+ "47 Some Girls (Deluxe Version) "
]
},
- "execution_count": 94,
+ "execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 19,
"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": 20,
"metadata": {
"collapsed": false,
"scrolled": true
"name": "stdout",
"output_type": "stream",
"text": [
- "Rate limited. Pausing for 1\n",
+ "Rate limited. Pausing for 2\n",
+ "Rate limited. Pausing for 0\n",
+ "Rate limited. Pausing for 0\n",
+ "Rate limited. Pausing for 0\n",
+ "Rate limited. Pausing for 0\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"
]
},
{
"data": {
"text/plain": [
- "383"
+ "671"
]
},
- "execution_count": 88,
+ "execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 89,
+ "execution_count": 21,
"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",
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+ "album_id 54sqbAXxR1jFfyXb1WvrHK \n",
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+ "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
+ "disc_number 1 \n",
+ "duration_ms 187440 \n",
+ "explicit False \n",
+ "external_ids {'isrc': 'GBCJN7800007'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/0Z... \n",
+ "href https://api.spotify.com/v1/tracks/0Za26pWVLQpK... \n",
+ "id 0Za26pWVLQpKfXmb9FX10S \n",
+ "name Respectable - Remastered \n",
+ "popularity 32 \n",
+ "preview_url https://p.scdn.co/mp3-preview/f5e932d9acc6a359... \n",
+ "track_number 7 \n",
+ "type track \n",
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+ "\n",
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]
},
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+ "execution_count": 21,
+ "metadata": {},
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+ }
+ ],
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+ "execution_count": 22,
+ "metadata": {
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+ "outputs": [
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+ "data": {
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+ },
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"metadata": {},
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}
],
"source": [
- "tracks.find_one()"
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]
},
{
},
{
"cell_type": "code",
- "execution_count": 95,
+ "execution_count": 23,
"metadata": {
"collapsed": true
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"metadata": {
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"data": {
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- "{'George Martin', 'Radiohead', 'The Beatles'}"
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+ " 'The Rolling Stones'}"
]
},
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}
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{
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- "execution_count": 96,
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- " <td>1bSpwPhAxZwlR2enJJsv7U</td>\n",
- " <td>No Surprises</td>\n",
+ " <th>644</th>\n",
+ " <td>54sqbAXxR1jFfyXb1WvrHK</td>\n",
+ " <td>Some Girls</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>06PEXSCNl8Xwf2633TdNnx</td>\n",
+ " <td>Far Away Eyes - Remastered</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>357</th>\n",
- " <td>7dxKtc08dYeRVHt3p9CZJn</td>\n",
- " <td>OK Computer</td>\n",
- " <td>Radiohead</td>\n",
- " <td>6n7GUf2h8D2Ad2wUy5s7nE</td>\n",
- " <td>Lucky</td>\n",
+ " <th>645</th>\n",
+ " <td>54sqbAXxR1jFfyXb1WvrHK</td>\n",
+ " <td>Some Girls</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0Za26pWVLQpKfXmb9FX10S</td>\n",
+ " <td>Respectable - Remastered</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>358</th>\n",
- " <td>7dxKtc08dYeRVHt3p9CZJn</td>\n",
- " <td>OK Computer</td>\n",
- " <td>Radiohead</td>\n",
- " <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
- " <td>The Tourist</td>\n",
+ " <th>646</th>\n",
+ " <td>54sqbAXxR1jFfyXb1WvrHK</td>\n",
+ " <td>Some Girls</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>6295nz7PVXm49Ihqwm39Ew</td>\n",
+ " <td>Before They Make Me Run - Remastered</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>359</th>\n",
- " <td>500FEaUzn8lN9zWFyZG5C2</td>\n",
- " <td>The Bends</td>\n",
- " <td>Radiohead</td>\n",
- " <td>05evePUsIT1cmIURp1hgu6</td>\n",
- " <td>Planet Telex</td>\n",
+ " <th>647</th>\n",
+ " <td>54sqbAXxR1jFfyXb1WvrHK</td>\n",
+ " <td>Some Girls</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0832Tptls5YicHPGgw7ssP</td>\n",
+ " <td>Beast Of Burden - Remastered</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>360</th>\n",
- " <td>500FEaUzn8lN9zWFyZG5C2</td>\n",
- " <td>The Bends</td>\n",
- " <td>Radiohead</td>\n",
- " <td>3aDUSpF3LexOr1lFKvPV2h</td>\n",
- " <td>The Bends</td>\n",
+ " <th>648</th>\n",
+ " <td>54sqbAXxR1jFfyXb1WvrHK</td>\n",
+ " <td>Some Girls</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>6yq33zsqWCd8cYXQdtAFZ9</td>\n",
+ " <td>Shattered - Remastered</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>361</th>\n",
- " <td>500FEaUzn8lN9zWFyZG5C2</td>\n",
- " <td>The Bends</td>\n",
- " <td>Radiohead</td>\n",
- " <td>5jafMI8FLibnjkYTZ33m0c</td>\n",
- " <td>High And Dry</td>\n",
+ " <th>649</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>5pTWpY8l7B1XcQnijEFGFj</td>\n",
+ " <td>Miss You - Remastered</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>362</th>\n",
- " <td>500FEaUzn8lN9zWFyZG5C2</td>\n",
- " <td>The Bends</td>\n",
- " <td>Radiohead</td>\n",
- " <td>045sp2JToyTaaKyXkGejPy</td>\n",
- " <td>Fake Plastic Trees</td>\n",
+ " <th>650</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>4E8qFhiuYAWEYYAsYIf4dW</td>\n",
+ " <td>When The Whip Comes Down - Remastered</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>363</th>\n",
- " <td>500FEaUzn8lN9zWFyZG5C2</td>\n",
- " <td>The Bends</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0OT4Rhd9cw1yajN9ZxL6qL</td>\n",
- " <td>Bones</td>\n",
+ " <th>651</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>7sDQlyQACyT7mNHFwwEMI7</td>\n",
+ " <td>Just My Imagination (Running Away With Me) - R...</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>364</th>\n",
- " <td>500FEaUzn8lN9zWFyZG5C2</td>\n",
- " <td>The Bends</td>\n",
- " <td>Radiohead</td>\n",
- " <td>4QbQ55kHcRNho6XLaPctT1</td>\n",
- " <td>(Nice Dream)</td>\n",
+ " <th>652</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>48bJ1sWhJKdB8M43uqi924</td>\n",
+ " <td>Some Girls - Remastered</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>365</th>\n",
- " <td>500FEaUzn8lN9zWFyZG5C2</td>\n",
- " <td>The Bends</td>\n",
- " <td>Radiohead</td>\n",
- " <td>4SE81CrzH0qPA8KHqM9Syz</td>\n",
- " <td>Just</td>\n",
+ " <th>653</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>6362zAWHGgbrQaoeCFZpuO</td>\n",
+ " <td>Lies - Remastered</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>366</th>\n",
- " <td>500FEaUzn8lN9zWFyZG5C2</td>\n",
- " <td>The Bends</td>\n",
- " <td>Radiohead</td>\n",
- " <td>4dPKQxaraW6CG1rTBzV6DW</td>\n",
- " <td>My Iron Lung</td>\n",
+ " <th>654</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>4RlD0KvoqPZy5n9Zi76X9l</td>\n",
+ " <td>Far Away Eyes - Remastered</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>367</th>\n",
- " <td>500FEaUzn8lN9zWFyZG5C2</td>\n",
- " <td>The Bends</td>\n",
- " <td>Radiohead</td>\n",
- " <td>7wB2VenWR6rchtLwawreIg</td>\n",
- " <td>Bullet Proof ... I Wish I Was</td>\n",
+ " <th>655</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>33PXyHrkIHxp6PBVPlQGx7</td>\n",
+ " <td>Respectable - Remastered</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>368</th>\n",
- " <td>500FEaUzn8lN9zWFyZG5C2</td>\n",
- " <td>The Bends</td>\n",
- " <td>Radiohead</td>\n",
- " <td>6JzzI3YxHCcjZ7MCQS2YS1</td>\n",
- " <td>Black Star</td>\n",
+ " <th>656</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>7vsPbFinz35mfQO5d6oL0l</td>\n",
+ " <td>Before They Make Me Run - Remastered</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>369</th>\n",
- " <td>500FEaUzn8lN9zWFyZG5C2</td>\n",
- " <td>The Bends</td>\n",
- " <td>Radiohead</td>\n",
- " <td>4HtPAkZnSyGtNvBnfDc2nw</td>\n",
- " <td>Sulk</td>\n",
+ " <th>657</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>7pfVe0VrMK5QhTaAYzkuYn</td>\n",
+ " <td>Beast Of Burden - Remastered</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>370</th>\n",
- " <td>500FEaUzn8lN9zWFyZG5C2</td>\n",
- " <td>The Bends</td>\n",
- " <td>Radiohead</td>\n",
- " <td>5gz38AxRkD6Ywxd4fr2pLj</td>\n",
- " <td>Street Spirit (Fade Out)</td>\n",
+ " <th>658</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>2giRM7RrP6utWLAb8jnFFk</td>\n",
+ " <td>Shattered - Remastered</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>371</th>\n",
- " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
- " <td>Pablo Honey</td>\n",
- " <td>Radiohead</td>\n",
- " <td>1MyqLTRhgyWPw7v107BEuI</td>\n",
- " <td>You</td>\n",
+ " <th>659</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1V25DJ3ghDJs8m58jbVMbf</td>\n",
+ " <td>Claudine</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>372</th>\n",
- " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
- " <td>Pablo Honey</td>\n",
- " <td>Radiohead</td>\n",
- " <td>6b2oQwSGFkzsMtQruIWm2p</td>\n",
- " <td>Creep</td>\n",
+ " <th>660</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>3rNTjyvxae83nJCLMxoVSW</td>\n",
+ " <td>So Young</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>373</th>\n",
- " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
- " <td>Pablo Honey</td>\n",
- " <td>Radiohead</td>\n",
- " <td>71wIOoaoVMUwskK5yCXZL4</td>\n",
- " <td>How Do You?</td>\n",
+ " <th>661</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>5oAcuuY504M7eDCln5Xq89</td>\n",
+ " <td>Do You Think I Really Care</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>374</th>\n",
- " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
- " <td>Pablo Honey</td>\n",
- " <td>Radiohead</td>\n",
- " <td>2zYmvi3w2T8a9Ckrv21bvW</td>\n",
- " <td>Stop Whispering</td>\n",
+ " <th>662</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1ZBnd9Z80QPQ58BaL5OWlP</td>\n",
+ " <td>When You're Gone</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>375</th>\n",
- " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
- " <td>Pablo Honey</td>\n",
- " <td>Radiohead</td>\n",
- " <td>3ovbSnT5NNhl1gzMcw1NRZ</td>\n",
- " <td>Thinking About You</td>\n",
+ " <th>663</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>624njB7Ny3mlA46QokEin9</td>\n",
+ " <td>No Spare Parts</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>376</th>\n",
- " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
- " <td>Pablo Honey</td>\n",
- " <td>Radiohead</td>\n",
- " <td>4NUc1M0CS7b6zvWoyvibju</td>\n",
- " <td>Anyone Can Play Guitar</td>\n",
+ " <th>664</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0WpZfMNsNhiEJ8RSLyjElp</td>\n",
+ " <td>Don't Be A Stranger</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>377</th>\n",
- " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
- " <td>Pablo Honey</td>\n",
- " <td>Radiohead</td>\n",
- " <td>4nklmaiY4gfQI3SB1sLGsd</td>\n",
- " <td>Ripcord</td>\n",
+ " <th>665</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0Baq94uZKy4pPvnc40xjPX</td>\n",
+ " <td>We Had It All</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>378</th>\n",
- " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
- " <td>Pablo Honey</td>\n",
- " <td>Radiohead</td>\n",
- " <td>11qDTSr3Dj4TkPnBcIOqEJ</td>\n",
- " <td>Vegetable</td>\n",
+ " <th>666</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>4oOU3GgiZblheOI9JUmM1f</td>\n",
+ " <td>Tallahassee Lassie</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>379</th>\n",
- " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
- " <td>Pablo Honey</td>\n",
- " <td>Radiohead</td>\n",
- " <td>4D6ZExVvYLZxhcAvifX5px</td>\n",
- " <td>Prove Yourself</td>\n",
+ " <th>667</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>4LW3JaAze7gF8DpPBb2zzl</td>\n",
+ " <td>I Love You Too Much</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>380</th>\n",
- " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
- " <td>Pablo Honey</td>\n",
- " <td>Radiohead</td>\n",
- " <td>48IEDejXX5LH8TAC3VIGpc</td>\n",
- " <td>I Can't</td>\n",
+ " <th>668</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>4LSyTg4sm3N99Pcckw9zjf</td>\n",
+ " <td>Keep Up Blues</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>381</th>\n",
- " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
- " <td>Pablo Honey</td>\n",
- " <td>Radiohead</td>\n",
- " <td>2B5P22cfUadACK7jLQegU6</td>\n",
- " <td>Lurgee</td>\n",
+ " <th>669</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>3u06WsJ1KtvEqmmmZqy76J</td>\n",
+ " <td>You Win Again</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>382</th>\n",
- " <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
- " <td>Pablo Honey</td>\n",
- " <td>Radiohead</td>\n",
- " <td>6qttbImnJ5wuA8AtDKEy18</td>\n",
- " <td>Blow Out</td>\n",
+ " <th>670</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>7DgRvvPcJlxks2lNpudsuT</td>\n",
+ " <td>Petrol Blues</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>383 rows × 5 columns</p>\n",
+ "<p>671 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
- " album_id album_name artist_name \\\n",
- "0 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "1 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "2 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "3 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "4 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "5 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "6 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "7 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "8 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "9 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "10 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "11 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "12 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "13 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "14 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "15 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "16 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
- "17 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "18 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "19 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "20 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "21 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "22 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "23 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "24 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "25 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "26 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "27 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "28 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- "29 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
- ".. ... ... ... \n",
- "353 7dxKtc08dYeRVHt3p9CZJn OK Computer Radiohead \n",
- "354 7dxKtc08dYeRVHt3p9CZJn OK Computer Radiohead \n",
- "355 7dxKtc08dYeRVHt3p9CZJn OK Computer Radiohead \n",
- "356 7dxKtc08dYeRVHt3p9CZJn OK Computer Radiohead \n",
- "357 7dxKtc08dYeRVHt3p9CZJn OK Computer Radiohead \n",
- "358 7dxKtc08dYeRVHt3p9CZJn OK Computer Radiohead \n",
- "359 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "360 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "361 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "362 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "363 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "364 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "365 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "366 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "367 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "368 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "369 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "370 500FEaUzn8lN9zWFyZG5C2 The Bends Radiohead \n",
- "371 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "372 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "373 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "374 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "375 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "376 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "377 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "378 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "379 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "380 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "381 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
- "382 6400dnyeDyD2mIFHfkwHXN Pablo Honey Radiohead \n",
+ " album_id album_name artist_name \\\n",
+ "0 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "1 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "2 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "3 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "4 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "5 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "6 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "7 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "8 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "9 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "10 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "11 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "12 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "13 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "14 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "15 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "16 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl The Beatles \n",
+ "17 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "18 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "19 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "20 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "21 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "22 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "23 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "24 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "25 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "26 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "27 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "28 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ "29 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) The Beatles \n",
+ ".. ... ... ... \n",
+ "641 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n",
+ "642 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n",
+ "643 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n",
+ "644 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n",
+ "645 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n",
+ "646 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n",
+ "647 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n",
+ "648 54sqbAXxR1jFfyXb1WvrHK Some Girls The Rolling Stones \n",
+ "649 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "650 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "651 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "652 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "653 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "654 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "655 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "656 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "657 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "658 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "659 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "660 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "661 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "662 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "663 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "664 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "665 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "666 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "667 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "668 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "669 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
+ "670 6FjXxl9VLURGuubdXUn2J3 Some Girls (Deluxe Version) The Rolling Stones \n",
"\n",
" track_id track_name \n",
"0 4edArG2VehvJdwOZfYOxtK Twist And Shout - Live / Remastered \n",
"28 0vXGSlE4ft3n5JHZMHHSIj Day Tripper - Remastered 2015 \n",
"29 0Lckblu9CJUXOeMV0XY3b9 We Can Work It Out - Remastered 2015 \n",
".. ... ... \n",
- "353 53aFGAl0Vebwp2bo8wtdWR Fitter Happier \n",
- "354 6PBHfI3G8MlQ8qdItoVoxL Electioneering \n",
- "355 0R332cdlS9LyE0Ge2PSlVC Climbing Up the Walls \n",
- "356 1bSpwPhAxZwlR2enJJsv7U No Surprises \n",
- "357 6n7GUf2h8D2Ad2wUy5s7nE Lucky \n",
- "358 75YUnz58ajMo2VIIuUFvOV The Tourist \n",
- "359 05evePUsIT1cmIURp1hgu6 Planet Telex \n",
- "360 3aDUSpF3LexOr1lFKvPV2h The Bends \n",
- "361 5jafMI8FLibnjkYTZ33m0c High And Dry \n",
- "362 045sp2JToyTaaKyXkGejPy Fake Plastic Trees \n",
- "363 0OT4Rhd9cw1yajN9ZxL6qL Bones \n",
- "364 4QbQ55kHcRNho6XLaPctT1 (Nice Dream) \n",
- "365 4SE81CrzH0qPA8KHqM9Syz Just \n",
- "366 4dPKQxaraW6CG1rTBzV6DW My Iron Lung \n",
- "367 7wB2VenWR6rchtLwawreIg Bullet Proof ... I Wish I Was \n",
- "368 6JzzI3YxHCcjZ7MCQS2YS1 Black Star \n",
- "369 4HtPAkZnSyGtNvBnfDc2nw Sulk \n",
- "370 5gz38AxRkD6Ywxd4fr2pLj Street Spirit (Fade Out) \n",
- "371 1MyqLTRhgyWPw7v107BEuI You \n",
- "372 6b2oQwSGFkzsMtQruIWm2p Creep \n",
- "373 71wIOoaoVMUwskK5yCXZL4 How Do You? \n",
- "374 2zYmvi3w2T8a9Ckrv21bvW Stop Whispering \n",
- "375 3ovbSnT5NNhl1gzMcw1NRZ Thinking About You \n",
- "376 4NUc1M0CS7b6zvWoyvibju Anyone Can Play Guitar \n",
- "377 4nklmaiY4gfQI3SB1sLGsd Ripcord \n",
- "378 11qDTSr3Dj4TkPnBcIOqEJ Vegetable \n",
- "379 4D6ZExVvYLZxhcAvifX5px Prove Yourself \n",
- "380 48IEDejXX5LH8TAC3VIGpc I Can't \n",
- "381 2B5P22cfUadACK7jLQegU6 Lurgee \n",
- "382 6qttbImnJ5wuA8AtDKEy18 Blow Out \n",
+ "641 5ZesVHq9Nox8YjOR1kCpbN Just My Imagination (Running Away With Me) - R... \n",
+ "642 6hLpp90qMxG3TMvMzwJsiQ Some Girls - Remastered \n",
+ "643 3WqR7lRoHEvG0ExkAqBkPj Lies - Remastered \n",
+ "644 06PEXSCNl8Xwf2633TdNnx Far Away Eyes - Remastered \n",
+ "645 0Za26pWVLQpKfXmb9FX10S Respectable - Remastered \n",
+ "646 6295nz7PVXm49Ihqwm39Ew Before They Make Me Run - Remastered \n",
+ "647 0832Tptls5YicHPGgw7ssP Beast Of Burden - Remastered \n",
+ "648 6yq33zsqWCd8cYXQdtAFZ9 Shattered - Remastered \n",
+ "649 5pTWpY8l7B1XcQnijEFGFj Miss You - Remastered \n",
+ "650 4E8qFhiuYAWEYYAsYIf4dW When The Whip Comes Down - Remastered \n",
+ "651 7sDQlyQACyT7mNHFwwEMI7 Just My Imagination (Running Away With Me) - R... \n",
+ "652 48bJ1sWhJKdB8M43uqi924 Some Girls - Remastered \n",
+ "653 6362zAWHGgbrQaoeCFZpuO Lies - Remastered \n",
+ "654 4RlD0KvoqPZy5n9Zi76X9l Far Away Eyes - Remastered \n",
+ "655 33PXyHrkIHxp6PBVPlQGx7 Respectable - Remastered \n",
+ "656 7vsPbFinz35mfQO5d6oL0l Before They Make Me Run - Remastered \n",
+ "657 7pfVe0VrMK5QhTaAYzkuYn Beast Of Burden - Remastered \n",
+ "658 2giRM7RrP6utWLAb8jnFFk Shattered - Remastered \n",
+ "659 1V25DJ3ghDJs8m58jbVMbf Claudine \n",
+ "660 3rNTjyvxae83nJCLMxoVSW So Young \n",
+ "661 5oAcuuY504M7eDCln5Xq89 Do You Think I Really Care \n",
+ "662 1ZBnd9Z80QPQ58BaL5OWlP When You're Gone \n",
+ "663 624njB7Ny3mlA46QokEin9 No Spare Parts \n",
+ "664 0WpZfMNsNhiEJ8RSLyjElp Don't Be A Stranger \n",
+ "665 0Baq94uZKy4pPvnc40xjPX We Had It All \n",
+ "666 4oOU3GgiZblheOI9JUmM1f Tallahassee Lassie \n",
+ "667 4LW3JaAze7gF8DpPBb2zzl I Love You Too Much \n",
+ "668 4LSyTg4sm3N99Pcckw9zjf Keep Up Blues \n",
+ "669 3u06WsJ1KtvEqmmmZqy76J You Win Again \n",
+ "670 7DgRvvPcJlxks2lNpudsuT Petrol Blues \n",
"\n",
- "[383 rows x 5 columns]"
+ "[671 rows x 5 columns]"
]
},
- "execution_count": 96,
+ "execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 36,
+ "execution_count": 26,
"metadata": {
"collapsed": true
},
},
{
"cell_type": "code",
- "execution_count": 37,
+ "execution_count": 1,
"metadata": {
- "collapsed": true
+ "collapsed": false
},
"outputs": [],
"source": [
" 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']}, {'$set': track})"
+ " \n",
+ " for _ in range(10):\n",
+ " try:\n",
+ " with urllib.request.urlopen(request) as f:\n",
+ " response = json.loads(f.read().decode('utf-8'))\n",
+ " for track in response['audio_features']:\n",
+ " tracks.update_one({'_id': track['id']}, {'$set': track})\n",
+ " break\n",
+ " except urllib.error.HTTPError as e:\n",
+ " print(\"Rate limited. Pausing for\", e.info()['Retry-After'])\n",
+ " time.sleep(int(e.info()['Retry-After']) + 0.5)\n",
+ " continue"
]
},
{
"cell_type": "code",
- "execution_count": 97,
+ "execution_count": 33,
"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"
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Rate limited. Pausing for 2\n",
+ "Rate limited. Pausing for 0\n",
+ "Rate limited. Pausing for 2\n",
+ "Rate limited. Pausing for 0\n",
+ "Rate limited. Pausing for 2\n",
+ "Rate limited. Pausing for 2\n"
+ ]
}
],
"source": [
- "tracks.find_one()"
+ "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": 99,
+ "execution_count": 10,
"metadata": {
"collapsed": false,
"scrolled": true
" <th>8</th>\n",
" <th>9</th>\n",
" <th>...</th>\n",
+ " <th>219</th>\n",
" <th>220</th>\n",
" <th>221</th>\n",
" <th>222</th>\n",
" <th>226</th>\n",
" <th>227</th>\n",
" <th>228</th>\n",
- " <th>229</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>_id</th>\n",
+ " <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
+ " <td>2z1p43SNSbeowzy8WdYHNk</td>\n",
+ " <td>3ckvsHnEffhhS5c0Cs6Gv5</td>\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>...</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>0.425</td>\n",
+ " <td>0.368</td>\n",
+ " <td>0.614</td>\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>...</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>{'name': 'The Beatles (Remastered)', 'images':...</td>\n",
+ " <td>{'name': 'Magical Mystery Tour (Remastered)', ...</td>\n",
+ " <td>{'name': 'Beatles For Sale (Remastered)', 'ima...</td>\n",
+ " <td>{'name': 'Live At The Hollywood Bowl', 'images...</td>\n",
+ " <td>{'name': 'Live At The Hollywood Bowl', 'images...</td>\n",
+ " <td>{'name': 'Live At The Hollywood Bowl', 'images...</td>\n",
+ " <td>{'name': 'Live At The Hollywood Bowl', 'images...</td>\n",
+ " <td>{'name': 'Live At The Hollywood Bowl', 'images...</td>\n",
+ " <td>{'name': 'Live At The Hollywood Bowl', 'images...</td>\n",
+ " <td>{'name': 'Live At The Hollywood Bowl', 'images...</td>\n",
+ " <td>...</td>\n",
+ " <td>{'name': 'Please Please Me (Remastered)', 'ima...</td>\n",
+ " <td>{'name': 'Please Please Me (Remastered)', 'ima...</td>\n",
+ " <td>{'name': 'Please Please Me (Remastered)', 'ima...</td>\n",
+ " <td>{'name': 'Please Please Me (Remastered)', 'ima...</td>\n",
+ " <td>{'name': 'Please Please Me (Remastered)', 'ima...</td>\n",
+ " <td>{'name': 'Please Please Me (Remastered)', 'ima...</td>\n",
+ " <td>{'name': 'Please Please Me (Remastered)', 'ima...</td>\n",
+ " <td>{'name': 'Please Please Me (Remastered)', 'ima...</td>\n",
+ " <td>{'name': 'Please Please Me (Remastered)', 'ima...</td>\n",
+ " <td>{'name': 'Please Please Me (Remastered)', 'ima...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>album_id</th>\n",
+ " <td>03Qh833fEdVT30Pfs93ea6</td>\n",
+ " <td>6P9yO0ukhOx3dvmhGKeYoC</td>\n",
+ " <td>7BgGBZndAvDlKOcwe5rscZ</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/2ucF...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/2z1p...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/3ckv...</td>\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>...</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>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</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>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</td>\n",
+ " <td>[{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn...</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",
" </tr>\n",
" <tr>\n",
+ " <th>complexity</th>\n",
+ " <td>0.0598502</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0.293946</td>\n",
+ " <td>0.316303</td>\n",
+ " <td>0.445783</td>\n",
+ " <td>0.334303</td>\n",
+ " <td>0.493981</td>\n",
+ " <td>0.24995</td>\n",
+ " <td>0.467134</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>ctitle</th>\n",
+ " <td>wild honey pie</td>\n",
+ " <td>flying</td>\n",
+ " <td>kansas city heyheyheyhey</td>\n",
+ " <td>twist and shout</td>\n",
+ " <td>shes a woman</td>\n",
+ " <td>dizzy miss lizzy</td>\n",
+ " <td>ticket to ride</td>\n",
+ " <td>cant buy me love</td>\n",
+ " <td>things we said today</td>\n",
+ " <td>roll over beethoven</td>\n",
+ " <td>...</td>\n",
+ " <td>boys</td>\n",
+ " <td>ask me why</td>\n",
+ " <td>please please me</td>\n",
+ " <td>love me do</td>\n",
+ " <td>ps i love you</td>\n",
+ " <td>baby its you</td>\n",
+ " <td>do you want to know a secret</td>\n",
+ " <td>a taste of honey</td>\n",
+ " <td>theres a place</td>\n",
+ " <td>twist and shout</td>\n",
+ " </tr>\n",
+ " <tr>\n",
" <th>danceability</th>\n",
+ " <td>0.792</td>\n",
+ " <td>0.551</td>\n",
+ " <td>0.588</td>\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>...</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>52973</td>\n",
+ " <td>135520</td>\n",
+ " <td>158147</td>\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>...</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>0.763</td>\n",
+ " <td>0.395</td>\n",
+ " <td>0.724</td>\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>...</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': 'GBAYE0601648'}</td>\n",
+ " <td>{'isrc': 'GBAYE0601635'}</td>\n",
+ " <td>{'isrc': 'GBAYE0601457'}</td>\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>...</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/2u...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/2z...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/3c...</td>\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>...</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>gloom</th>\n",
+ " <td>0.418731</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>0.238815</td>\n",
+ " <td>0.22727</td>\n",
+ " <td>0.154272</td>\n",
+ " <td>0.35295</td>\n",
+ " <td>0.242494</td>\n",
+ " <td>0.307075</td>\n",
+ " <td>0.22049</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>href</th>\n",
+ " <td>https://api.spotify.com/v1/tracks/2ucFulEWapRA...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/2z1p43SNSbeo...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/3ckvsHnEffhh...</td>\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>...</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>2ucFulEWapRAmTn7l6f5Q7</td>\n",
+ " <td>2z1p43SNSbeowzy8WdYHNk</td>\n",
+ " <td>3ckvsHnEffhhS5c0Cs6Gv5</td>\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>...</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>0.627</td>\n",
+ " <td>0.88</td>\n",
+ " <td>8.92e-05</td>\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</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>9</td>\n",
- " <td>1</td>\n",
+ " <td>2</td>\n",
+ " <td>0</td>\n",
" <td>7</td>\n",
+ " <td>2</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>...</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>0.789</td>\n",
+ " <td>0.0932</td>\n",
+ " <td>0.877</td>\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>...</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>-11.185</td>\n",
+ " <td>-14.755</td>\n",
+ " <td>-6.63</td>\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>...</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>lyrical_density</th>\n",
+ " <td>0.169898</td>\n",
+ " <td>0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>2.82332</td>\n",
+ " <td>0.577965</td>\n",
+ " <td>0.796421</td>\n",
+ " <td>1.85312</td>\n",
+ " <td>1.47553</td>\n",
+ " <td>1.29746</td>\n",
+ " <td>1.7461</td>\n",
+ " <td>...</td>\n",
+ " <td>0.901393</td>\n",
+ " <td>1.01001</td>\n",
+ " <td>2.19275</td>\n",
+ " <td>0.783384</td>\n",
+ " <td>1.2303</td>\n",
+ " <td>1.32694</td>\n",
+ " <td>1.1879</td>\n",
+ " <td>0.74506</td>\n",
+ " <td>0.895984</td>\n",
+ " <td>1.70075</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>lyrics</th>\n",
+ " <td>honey pie honey pie i love you, honey pie</td>\n",
+ " <td></td>\n",
+ " <td>NaN</td>\n",
+ " <td>well shake it up baby now (shake it up baby) t...</td>\n",
+ " <td>my love don't give me presents i know that she...</td>\n",
+ " <td>{intro} you make me dizzy, miss lizzy the way ...</td>\n",
+ " <td>i think i'm going to be sad i think it's today...</td>\n",
+ " <td>can't buy me love, love can't buy me love i'll...</td>\n",
+ " <td>you say you will love me if i have to go you'l...</td>\n",
+ " <td>i'm gonna write a little letter gonna mail it ...</td>\n",
+ " <td>...</td>\n",
+ " <td>i been told when a boy kiss a girl take a trip...</td>\n",
+ " <td>i love you, because you tell me things i want ...</td>\n",
+ " <td>(lennon/mccartney) last night i said these wor...</td>\n",
+ " <td>love, love me do you know i love you i'll alwa...</td>\n",
+ " <td>as i write this letter send my love to you rem...</td>\n",
+ " <td>sha la la la la la la la sha la la la la la la...</td>\n",
+ " <td>you'll never know how much i really love you y...</td>\n",
+ " <td>a taste of honey! tasting much sweeter than wi...</td>\n",
+ " <td>there is a place where i can go when i feel lo...</td>\n",
+ " <td>well shake it up baby now (shake it up baby) t...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
" <th>mode</th>\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>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>Wild Honey Pie - Remastered 2009</td>\n",
+ " <td>Flying - Remastered 2009</td>\n",
+ " <td>Kansas City / Hey-Hey-Hey-Hey - Remastered 2009</td>\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>...</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>original_lyrics</th>\n",
+ " <td>\\n\\nHoney Pie\\nHoney Pie\\nI love you, Honey Pi...</td>\n",
+ " <td>\\n\\n[Instrumental]\\n\\n</td>\n",
+ " <td>NaN</td>\n",
+ " <td>\\n\\n[Verse 1]\\nWell shake it up baby now (shak...</td>\n",
+ " <td>\\n\\n[Chorus]\\nMy love don't give me presents\\n...</td>\n",
+ " <td>\\n\\n{Intro}\\n\\nYou make me dizzy, Miss Lizzy\\n...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nI think I'm going to be sad\\nI ...</td>\n",
+ " <td>\\n\\n[Chorus 1]\\nCan't buy me love, love\\nCan't...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nYou say you will love me\\nIf I ...</td>\n",
+ " <td>\\n\\nI'm gonna write a little letter\\nGonna mai...</td>\n",
+ " <td>...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nI been told when a boy kiss a g...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nI love you, because you tell me...</td>\n",
+ " <td>\\n\\n(Lennon/McCartney)\\n\\nLast night I said th...</td>\n",
+ " <td>\\n\\nLove, love me do\\nYou know I love you\\nI'l...</td>\n",
+ " <td>\\n\\nAs I write this letter\\nSend my love to yo...</td>\n",
+ " <td>\\n\\n[Intro-The Beatles]\\nSha la la la la la la...</td>\n",
+ " <td>\\n\\n[Intro]\\nYou'll never know how much I real...</td>\n",
+ " <td>\\n\\n[Intro]\\nA taste of honey! Tasting much sw...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nThere is a place\\nWhere I can g...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nWell shake it up baby now (shak...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
" <th>popularity</th>\n",
+ " <td>43</td>\n",
" <td>44</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>38</td>\n",
+ " <td>48</td>\n",
" <td>45</td>\n",
- " <td>41</td>\n",
- " <td>...</td>\n",
- " <td>40</td>\n",
- " <td>52</td>\n",
+ " <td>44</td>\n",
+ " <td>44</td>\n",
+ " <td>44</td>\n",
" <td>43</td>\n",
+ " <td>43</td>\n",
+ " <td>...</td>\n",
+ " <td>42</td>\n",
" <td>41</td>\n",
+ " <td>48</td>\n",
+ " <td>55</td>\n",
+ " <td>43</td>\n",
+ " <td>44</td>\n",
+ " <td>48</td>\n",
" <td>40</td>\n",
- " <td>46</td>\n",
- " <td>42</td>\n",
- " <td>42</td>\n",
- " <td>47</td>\n",
- " <td>63</td>\n",
+ " <td>43</td>\n",
+ " <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>preview_url</th>\n",
+ " <td>https://p.scdn.co/mp3-preview/ddebab4d5e87d46a...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/15f07b753cb7e50c...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/bd13930c7706bdd4...</td>\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>...</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>sentiment</th>\n",
+ " <td>{'probability': {'pos': 0.6088223652469111, 'n...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>{'probability': {'pos': 0.500092464930449, 'ne...</td>\n",
+ " <td>{'probability': {'pos': 0.437183810867932, 'ne...</td>\n",
+ " <td>{'probability': {'pos': 0.4118957822060205, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.1745613462608472, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.2616130113907563, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.3672150785922961, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.35656423276148513, '...</td>\n",
+ " <td>...</td>\n",
+ " <td>{'probability': {'pos': 0.4595305514727438, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.20446882559048601, '...</td>\n",
+ " <td>{'probability': {'pos': 0.16446745008480748, '...</td>\n",
+ " <td>{'probability': {'pos': 0.5071807762286473, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.6580284675394283, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.3209861049246835, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.440458717583442, 'ne...</td>\n",
+ " <td>{'probability': {'pos': 0.6485651627744511, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.3487106796498656, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.500092464930449, 'ne...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
" <th>speechiness</th>\n",
+ " <td>0.0506</td>\n",
+ " <td>0.0501</td>\n",
+ " <td>0.0335</td>\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>...</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>89.9</td>\n",
+ " <td>92.929</td>\n",
+ " <td>131.36</td>\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>...</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>4</td>\n",
+ " <td>4</td>\n",
" <td>3</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/2ucFulEWapRA...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/2z1p43SNSbeo...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/3ckvsHnEffhh...</td>\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>...</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>5</td>\n",
+ " <td>3</td>\n",
+ " <td>7</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>...</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:2ucFulEWapRAmTn7l6f5Q7</td>\n",
+ " <td>spotify:track:2z1p43SNSbeowzy8WdYHNk</td>\n",
+ " <td>spotify:track:3ckvsHnEffhhS5c0Cs6Gv5</td>\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>...</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>0.153</td>\n",
+ " <td>0.246</td>\n",
+ " <td>0.929</td>\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>...</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>41 rows × 229 columns</p>\n",
"</div>"
],
"text/plain": [
" 0 \\\n",
- "_id 150EAeMGWJRubuH8zyx7h8 \n",
- "acousticness 0.00675 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/150E... \n",
+ "_id 2ucFulEWapRAmTn7l6f5Q7 \n",
+ "acousticness 0.425 \n",
+ "album {'name': 'The Beatles (Remastered)', 'images':... \n",
+ "album_id 03Qh833fEdVT30Pfs93ea6 \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/2ucF... \n",
"artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n",
"artist_name The Beatles \n",
- "artists [{'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl... \n",
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"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
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"\n",
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"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
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"explicit False \n",
"external_ids {'isrc': 'GBAYE0601416'} \n",
"external_urls {'spotify': 'https://open.spotify.com/track/2I... \n",
+ "gloom NaN \n",
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"name Please Please Me - Remastered 2009 \n",
- "popularity 46 \n",
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+ "popularity 48 \n",
"preview_url https://p.scdn.co/mp3-preview/c7974d03d8cd26de... \n",
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+ "external_urls {'spotify': 'https://open.spotify.com/track/2O... \n",
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+ "href https://api.spotify.com/v1/tracks/2OLMjGIhCNI6... \n",
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+ "mode 1 \n",
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+ "original_lyrics \\n\\nLove, love me do\\nYou know I love you\\nI'l... \n",
+ "popularity 55 \n",
+ "preview_url https://p.scdn.co/mp3-preview/c0c7944dcb9d2457... \n",
+ "sentiment {'probability': {'pos': 0.5071807762286473, 'n... \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",
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"_id 01n20rdBC5czKAhxmGREkr \n",
"acousticness 0.389 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
+ "album {'name': 'Please Please Me (Remastered)', 'ima... \n",
+ "album_id 7gDXyW16byCQOgK965BRzn \n",
"analysis_url https://api.spotify.com/v1/audio-analysis/01n2... \n",
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+ "artists [{'name': 'The Beatles', 'id': '3WrFJ7ztbogyGn... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
+ "complexity NaN \n",
+ "ctitle ps i love you \n",
"danceability 0.635 \n",
"disc_number 1 \n",
"duration_ms 124360 \n",
"explicit False \n",
"external_ids {'isrc': 'GBAYE0601418'} \n",
"external_urls {'spotify': 'https://open.spotify.com/track/01... \n",
+ "gloom NaN \n",
"href https://api.spotify.com/v1/tracks/01n20rdBC5cz... \n",
"id 01n20rdBC5czKAhxmGREkr \n",
"instrumentalness 0.00127 \n",
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+ "lyrical_density 1.2303 \n",
+ "lyrics as i write this letter send my love to you rem... \n",
"mode 1 \n",
"name P.S. I Love You - Remastered 2009 \n",
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+ "popularity 43 \n",
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+ "album {'name': 'Please Please Me (Remastered)', 'ima... \n",
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+ "gloom NaN \n",
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"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
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"explicit False \n",
"external_ids {'isrc': 'GBAYE0601420'} \n",
"external_urls {'spotify': 'https://open.spotify.com/track/5F... \n",
+ "gloom NaN \n",
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"instrumentalness 0 \n",
"key 4 \n",
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"loudness -12.414 \n",
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"mode 1 \n",
"name Do You Want To Know A Secret - Remastered 2009 \n",
- "popularity 47 \n",
+ "original_lyrics \\n\\n[Intro]\\nYou'll never know how much I real... \n",
+ "popularity 48 \n",
"preview_url https://p.scdn.co/mp3-preview/5bd705943290818c... \n",
+ "sentiment {'probability': {'pos': 0.440458717583442, 'ne... \n",
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"time_signature 4 \n",
"uri spotify:track:5FBxWhG0nbBAF6lWgJFklM \n",
"valence 0.636 \n",
"\n",
- " 229 \n",
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+ "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
+ "complexity NaN \n",
+ "ctitle a taste of honey \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",
+ "gloom NaN \n",
+ "href https://api.spotify.com/v1/tracks/6tEwCsVtZ5tI... \n",
+ "id 6tEwCsVtZ5tI8uHNJSHQ3b \n",
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+ "mode 0 \n",
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+ "original_lyrics \\n\\n[Intro]\\nA taste of honey! Tasting much sw... \n",
+ "popularity 40 \n",
+ "preview_url https://p.scdn.co/mp3-preview/dd94439cdf6e7668... \n",
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+ "tempo 101.408 \n",
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+ "_id 50jq8RgbDfmNNd0NiRnl4L \n",
+ "acousticness 0.629 \n",
+ "album {'name': 'Please Please Me (Remastered)', 'ima... \n",
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+ "analysis_url https://api.spotify.com/v1/audio-analysis/50jq... \n",
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+ "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
+ "complexity NaN \n",
+ "ctitle theres a place \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",
+ "gloom NaN \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",
+ "lyrical_density 0.895984 \n",
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+ "mode 1 \n",
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+ "popularity 43 \n",
+ "preview_url https://p.scdn.co/mp3-preview/5260a1d4f12c23ac... \n",
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"acousticness 0.641 \n",
- "album {'artists': [{'uri': 'spotify:artist:3WrFJ7ztb... \n",
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"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n",
+ "complexity NaN \n",
+ "ctitle twist and shout \n",
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"disc_number 1 \n",
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"explicit False \n",
"external_ids {'isrc': 'GBAYE0601423'} \n",
"external_urls {'spotify': 'https://open.spotify.com/track/4Z... \n",
+ "gloom NaN \n",
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"preview_url https://p.scdn.co/mp3-preview/b7e3bc96b46e4dcc... \n",
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"valence 0.942 \n",
"\n",
- "[33 rows x 230 columns]"
+ "[41 rows x 229 columns]"
]
},
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+ "execution_count": 10,
"metadata": {},
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}
},
{
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" <tbody>\n",
" <tr>\n",
" <th>_id</th>\n",
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" <tr>\n",
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- " <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>{'name': 'The King Of Limbs', 'images': [{'wid...</td>\n",
+ " <td>{'name': 'TKOL RMX 1234567', 'images': [{'widt...</td>\n",
+ " <td>{'name': 'TKOL RMX 1234567', 'images': [{'widt...</td>\n",
+ " <td>{'name': 'TKOL RMX 1234567', 'images': [{'widt...</td>\n",
+ " <td>{'name': 'TKOL RMX 1234567', 'images': [{'widt...</td>\n",
+ " <td>{'name': 'TKOL RMX 1234567', 'images': [{'widt...</td>\n",
+ " <td>{'name': 'TKOL RMX 1234567', 'images': [{'widt...</td>\n",
+ " <td>{'name': 'TKOL RMX 1234567', 'images': [{'widt...</td>\n",
+ " <td>{'name': 'TKOL RMX 1234567', 'images': [{'widt...</td>\n",
+ " <td>{'name': 'TKOL RMX 1234567', 'images': [{'widt...</td>\n",
+ " <td>...</td>\n",
+ " <td>{'name': 'Pablo Honey', 'images': [{'width': 6...</td>\n",
+ " <td>{'name': 'Pablo Honey', 'images': [{'width': 6...</td>\n",
+ " <td>{'name': 'Pablo Honey', 'images': [{'width': 6...</td>\n",
+ " <td>{'name': 'Pablo Honey', 'images': [{'width': 6...</td>\n",
+ " <td>{'name': 'Pablo Honey', 'images': [{'width': 6...</td>\n",
+ " <td>{'name': 'Pablo Honey', 'images': [{'width': 6...</td>\n",
+ " <td>{'name': 'Pablo Honey', 'images': [{'width': 6...</td>\n",
+ " <td>{'name': 'Pablo Honey', 'images': [{'width': 6...</td>\n",
+ " <td>{'name': 'Pablo Honey', 'images': [{'width': 6...</td>\n",
+ " <td>{'name': 'Pablo Honey', 'images': [{'width': 6...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>album_id</th>\n",
+ " <td>1DBkJIEoeHrTX4WCBQGcCi</td>\n",
+ " <td>47xaqCsJcYFWqD1gwujl1T</td>\n",
+ " <td>47xaqCsJcYFWqD1gwujl1T</td>\n",
+ " <td>47xaqCsJcYFWqD1gwujl1T</td>\n",
+ " <td>47xaqCsJcYFWqD1gwujl1T</td>\n",
+ " <td>47xaqCsJcYFWqD1gwujl1T</td>\n",
+ " <td>47xaqCsJcYFWqD1gwujl1T</td>\n",
+ " <td>47xaqCsJcYFWqD1gwujl1T</td>\n",
+ " <td>47xaqCsJcYFWqD1gwujl1T</td>\n",
+ " <td>47xaqCsJcYFWqD1gwujl1T</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/0eEC...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/6Unw...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/5hfz...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/64le...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/1Cxh...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/2H7Y...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/3zkF...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/7KKg...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/4rax...</td>\n",
+ " <td>https://api.spotify.com/v1/audio-analysis/1gaA...</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>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</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>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
+ " <td>[{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>available_markets</th>\n",
" <td>[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...</td>\n",
" </tr>\n",
" <tr>\n",
+ " <th>complexity</th>\n",
+ " <td>0.349377</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>...</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>ctitle</th>\n",
+ " <td>feral</td>\n",
+ " <td>little by little caribou rmx</td>\n",
+ " <td>lotus flower jacques greene rmx</td>\n",
+ " <td>morning mr magpie nathan fake rmx</td>\n",
+ " <td>bloom harmonic 313 rmx</td>\n",
+ " <td>bloom mark pritchard rmx</td>\n",
+ " <td>feral lone rmx</td>\n",
+ " <td>morning mr magpie pearson sound scavenger rmx</td>\n",
+ " <td>separator four tet rmx</td>\n",
+ " <td>give up the ghost thriller houseghost remix</td>\n",
+ " <td>...</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 cant</td>\n",
+ " <td>lurgee</td>\n",
+ " <td>blow out</td>\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>0.49</td>\n",
+ " <td>0.8</td>\n",
+ " <td>0.629</td>\n",
+ " <td>0.661</td>\n",
+ " <td>0.443</td>\n",
+ " <td>0.414</td>\n",
+ " <td>0.761</td>\n",
+ " <td>0.481</td>\n",
+ " <td>0.461</td>\n",
+ " <td>0.596</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>0.327</td>\n",
- " <td>0.306</td>\n",
- " <td>0.429</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>192743</td>\n",
+ " <td>340160</td>\n",
+ " <td>429947</td>\n",
+ " <td>291987</td>\n",
+ " <td>304333</td>\n",
+ " <td>367280</td>\n",
+ " <td>317507</td>\n",
+ " <td>278893</td>\n",
+ " <td>423000</td>\n",
+ " <td>373760</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>0.777</td>\n",
+ " <td>0.586</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>0.707</td>\n",
+ " <td>0.665</td>\n",
+ " <td>0.712</td>\n",
+ " <td>0.877</td>\n",
+ " <td>0.336</td>\n",
+ " <td>0.455</td>\n",
+ " <td>0.894</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': 'GBU4B1100006'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100013'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100014'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100015'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100016'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100017'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100018'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100020'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100019'}</td>\n",
+ " <td>{'isrc': 'GBU4B1100031'}</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/0e...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/6U...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/5h...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/64...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/1C...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/2H...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/3z...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/7K...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/4r...</td>\n",
+ " <td>{'spotify': 'https://open.spotify.com/track/1g...</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>gloom</th>\n",
+ " <td>0.1245</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>...</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>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/0eECFDnWy0Rd...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/6Unw1AAcpS1Z...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/5hfzW7LG97Hx...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/64lecUR19lBS...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1CxhtUbe1o2P...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/2H7Y8wYixrSl...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/3zkFTfcboFcO...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/7KKglMFf5KV0...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/4raxzmnFq93j...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1gaAIZ4vGQ6Q...</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>0eECFDnWy0RdjMmJ8NOeAL</td>\n",
+ " <td>6Unw1AAcpS1ZgZoRlj2jxA</td>\n",
+ " <td>5hfzW7LG97Hxv62HHUKgaj</td>\n",
+ " <td>64lecUR19lBSu317AzVZv3</td>\n",
+ " <td>1CxhtUbe1o2PeMM3l5Kch6</td>\n",
+ " <td>2H7Y8wYixrSlKJoaZ1N2yl</td>\n",
+ " <td>3zkFTfcboFcOdno0CHCmTc</td>\n",
+ " <td>7KKglMFf5KV0PIDSAOqfnH</td>\n",
+ " <td>4raxzmnFq93jfKC8c3xcIv</td>\n",
+ " <td>1gaAIZ4vGQ6QvDUgN2Xyus</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>0.898</td>\n",
+ " <td>0.773</td>\n",
+ " <td>0.938</td>\n",
+ " <td>0.0772</td>\n",
+ " <td>0.937</td>\n",
+ " <td>0.936</td>\n",
+ " <td>0.00018</td>\n",
+ " <td>0.834</td>\n",
+ " <td>0.641</td>\n",
+ " <td>0.849</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>7</td>\n",
- " <td>9</td>\n",
" <td>7</td>\n",
+ " <td>2</td>\n",
+ " <td>2</td>\n",
+ " <td>0</td>\n",
" <td>9</td>\n",
- " <td>9</td>\n",
- " <td>11</td>\n",
- " <td>5</td>\n",
- " <td>11</td>\n",
- " <td>...</td>\n",
- " <td>6</td>\n",
- " <td>6</td>\n",
+ " <td>0</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
- " <td>3</td>\n",
+ " <td>10</td>\n",
+ " <td>4</td>\n",
+ " <td>...</td>\n",
+ " <td>9</td>\n",
" <td>2</td>\n",
" <td>7</td>\n",
- " <td>7</td>\n",
+ " <td>4</td>\n",
" <td>2</td>\n",
- " <td>9</td>\n",
+ " <td>6</td>\n",
+ " <td>0</td>\n",
+ " <td>7</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>0.0896</td>\n",
+ " <td>0.0846</td>\n",
+ " <td>0.0951</td>\n",
+ " <td>0.117</td>\n",
" <td>0.111</td>\n",
+ " <td>0.119</td>\n",
+ " <td>0.611</td>\n",
+ " <td>0.232</td>\n",
+ " <td>0.0812</td>\n",
+ " <td>0.115</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>0.13</td>\n",
- " <td>0.106</td>\n",
- " <td>0.261</td>\n",
- " <td>0.607</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>-11.521</td>\n",
+ " <td>-9.633</td>\n",
+ " <td>-8.405</td>\n",
+ " <td>-7.023</td>\n",
+ " <td>-13.055</td>\n",
+ " <td>-7.97</td>\n",
+ " <td>-7.806</td>\n",
+ " <td>-12.43</td>\n",
+ " <td>-12.403</td>\n",
+ " <td>-9.477</td>\n",
+ " <td>...</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>lyrical_density</th>\n",
+ " <td>0.0933886</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>...</td>\n",
+ " <td>0.76415</td>\n",
+ " <td>0.39616</td>\n",
+ " <td>1.15147</td>\n",
+ " <td>0.688705</td>\n",
+ " <td>0.479621</td>\n",
+ " <td>0.711075</td>\n",
+ " <td>0.749795</td>\n",
+ " <td>0.56501</td>\n",
+ " <td>0.399221</td>\n",
+ " <td>0.340346</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>lyrics</th>\n",
+ " <td>you are not mine and i am not yours and that's...</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>...</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>he's bitter and twisted he knows what he wants...</td>\n",
+ " <td>and the wise man said i don't want to hear you...</td>\n",
+ " <td>been thinking about you your records are here ...</td>\n",
+ " <td>destiny, destiny protect me from the world des...</td>\n",
+ " <td>soul destroyed with clever toys for little boy...</td>\n",
+ " <td>i never wanted anything but this i worked hard...</td>\n",
+ " <td>i can't afford to breathe in this time nowhere...</td>\n",
+ " <td>please forget the words that i just blurted ou...</td>\n",
+ " <td>i feel better i feel better now you've gone i ...</td>\n",
+ " <td>in my mind and nailed into my heels all the ti...</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>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</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>Feral</td>\n",
+ " <td>Little By Little (Caribou Rmx)</td>\n",
+ " <td>Lotus Flower (Jacques Greene Rmx)</td>\n",
+ " <td>Morning Mr Magpie (Nathan Fake Rmx)</td>\n",
+ " <td>Bloom (Harmonic 313 Rmx)</td>\n",
+ " <td>Bloom (Mark Pritchard Rmx)</td>\n",
+ " <td>Feral (Lone RMX)</td>\n",
+ " <td>Morning Mr Magpie (Pearson Sound Scavenger RMX)</td>\n",
+ " <td>Separator (Four Tet RMX)</td>\n",
+ " <td>Give Up The Ghost (Thriller Houseghost Remix)</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>original_lyrics</th>\n",
+ " <td>\\n\\n[Verse]\\nYou are not mine\\nAnd I am not yo...</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>...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nHe's bitter and twisted\\nHe kno...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nAnd the wise man said I don't w...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nBeen thinking about you\\nYour r...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nDestiny, destiny protect me fro...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nSoul destroyed with clever toys...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nI never wanted anything but thi...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nI can't afford to breathe in th...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nPlease forget the words that I ...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nI feel better\\nI feel better no...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nIn my mind\\nAnd nailed into my ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>popularity</th>\n",
- " <td>61</td>\n",
- " <td>50</td>\n",
- " <td>57</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>43</td>\n",
+ " <td>44</td>\n",
+ " <td>44</td>\n",
+ " <td>40</td>\n",
+ " <td>39</td>\n",
+ " <td>38</td>\n",
+ " <td>38</td>\n",
+ " <td>37</td>\n",
+ " <td>38</td>\n",
+ " <td>37</td>\n",
" <td>...</td>\n",
- " <td>52</td>\n",
- " <td>47</td>\n",
- " <td>48</td>\n",
- " <td>45</td>\n",
- " <td>53</td>\n",
+ " <td>43</td>\n",
" <td>45</td>\n",
- " <td>50</td>\n",
- " <td>42</td>\n",
- " <td>53</td>\n",
- " <td>50</td>\n",
+ " <td>46</td>\n",
+ " <td>46</td>\n",
+ " <td>40</td>\n",
+ " <td>40</td>\n",
+ " <td>40</td>\n",
+ " <td>39</td>\n",
+ " <td>40</td>\n",
+ " <td>41</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/9dc0af2fa010c41d...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/0e4982f830936c3c...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/fb82884344aaffd3...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/e8aa276e76b8e753...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/686816b702063d96...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/7e51561e95c5a3aa...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/3d4ad1a19809193c...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/c62871a98cd382a0...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/d7e13aaa8cf0f949...</td>\n",
+ " <td>https://p.scdn.co/mp3-preview/19cf8afa026a7449...</td>\n",
+ " <td>...</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>sentiment</th>\n",
+ " <td>{'probability': {'pos': 0.5347839139034816, 'n...</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>...</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>{'probability': {'pos': 0.7154238539707657, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.14401774438176765, '...</td>\n",
+ " <td>{'probability': {'pos': 0.20834015470559455, '...</td>\n",
+ " <td>{'probability': {'pos': 0.37346493338226217, '...</td>\n",
+ " <td>{'probability': {'pos': 0.34086279665703845, '...</td>\n",
+ " <td>{'probability': {'pos': 0.11670905100312225, '...</td>\n",
+ " <td>{'probability': {'pos': 0.1849939345419322, 'n...</td>\n",
+ " <td>{'probability': {'pos': 0.15026967254930432, '...</td>\n",
+ " <td>{'probability': {'pos': 0.262975963283913, 'ne...</td>\n",
+ " <td>{'probability': {'pos': 0.3796885990250341, 'n...</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>0.0974</td>\n",
+ " <td>0.0601</td>\n",
+ " <td>0.0327</td>\n",
+ " <td>0.232</td>\n",
+ " <td>0.0536</td>\n",
+ " <td>0.0325</td>\n",
+ " <td>0.174</td>\n",
+ " <td>0.0674</td>\n",
+ " <td>0.0716</td>\n",
+ " <td>0.102</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>135.991</td>\n",
+ " <td>115.62</td>\n",
+ " <td>127.982</td>\n",
+ " <td>139.976</td>\n",
+ " <td>150.023</td>\n",
+ " <td>75.007</td>\n",
+ " <td>134.938</td>\n",
+ " <td>132.035</td>\n",
+ " <td>113.752</td>\n",
+ " <td>119.968</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>4</td>\n",
" <td>4</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/0eECFDnWy0Rd...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/6Unw1AAcpS1Z...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/5hfzW7LG97Hx...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/64lecUR19lBS...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1CxhtUbe1o2P...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/2H7Y8wYixrSl...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/3zkFTfcboFcO...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/7KKglMFf5KV0...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/4raxzmnFq93j...</td>\n",
+ " <td>https://api.spotify.com/v1/tracks/1gaAIZ4vGQ6Q...</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>4</td>\n",
+ " <td>1</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" <td>7</td>\n",
" <td>8</td>\n",
" <td>9</td>\n",
- " <td>10</td>\n",
- " <td>11</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:0eECFDnWy0RdjMmJ8NOeAL</td>\n",
+ " <td>spotify:track:6Unw1AAcpS1ZgZoRlj2jxA</td>\n",
+ " <td>spotify:track:5hfzW7LG97Hxv62HHUKgaj</td>\n",
+ " <td>spotify:track:64lecUR19lBSu317AzVZv3</td>\n",
+ " <td>spotify:track:1CxhtUbe1o2PeMM3l5Kch6</td>\n",
+ " <td>spotify:track:2H7Y8wYixrSlKJoaZ1N2yl</td>\n",
+ " <td>spotify:track:3zkFTfcboFcOdno0CHCmTc</td>\n",
+ " <td>spotify:track:7KKglMFf5KV0PIDSAOqfnH</td>\n",
+ " <td>spotify:track:4raxzmnFq93jfKC8c3xcIv</td>\n",
+ " <td>spotify:track:1gaAIZ4vGQ6QvDUgN2Xyus</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>0.751</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>0.171</td>\n",
+ " <td>0.837</td>\n",
+ " <td>0.172</td>\n",
+ " <td>0.287</td>\n",
+ " <td>0.208</td>\n",
+ " <td>0.0894</td>\n",
+ " <td>0.309</td>\n",
+ " <td>0.145</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>41 rows × 146 columns</p>\n",
"</div>"
],
"text/plain": [
" 0 \\\n",
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- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/2nTs... \n",
+ "_id 0eECFDnWy0RdjMmJ8NOeAL \n",
+ "acousticness 0.00101 \n",
+ "album {'name': 'The King Of Limbs', 'images': [{'wid... \n",
+ "album_id 1DBkJIEoeHrTX4WCBQGcCi \n",
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"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.252 \n",
+ "complexity 0.349377 \n",
+ "ctitle feral \n",
+ "danceability 0.49 \n",
"disc_number 1 \n",
- "duration_ms 387213 \n",
- "energy 0.849 \n",
+ "duration_ms 192743 \n",
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"explicit False \n",
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- "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",
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- "loudness -6.501 \n",
+ "external_ids {'isrc': 'GBU4B1100006'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/0e... \n",
+ "gloom 0.1245 \n",
+ "href https://api.spotify.com/v1/tracks/0eECFDnWy0Rd... \n",
+ "id 0eECFDnWy0RdjMmJ8NOeAL \n",
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- "preview_url https://p.scdn.co/mp3-preview/d68bd7fa4f0bd86e... \n",
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+ "name Feral \n",
+ "original_lyrics \\n\\n[Verse]\\nYou are not mine\\nAnd I am not yo... \n",
+ "popularity 43 \n",
+ "preview_url https://p.scdn.co/mp3-preview/9dc0af2fa010c41d... \n",
+ "sentiment {'probability': {'pos': 0.5347839139034816, 'n... \n",
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+ "tempo 135.991 \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/0eECFDnWy0Rd... \n",
+ "track_number 4 \n",
"type audio_features \n",
- "uri spotify:track:2nTsKOXIVGDf2iPeVQO2Gm \n",
- "valence 0.202 \n",
+ "uri spotify:track:0eECFDnWy0RdjMmJ8NOeAL \n",
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"\n",
" 1 \\\n",
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- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/19yG... \n",
+ "_id 6Unw1AAcpS1ZgZoRlj2jxA \n",
+ "acousticness 0.00822 \n",
+ "album {'name': 'TKOL RMX 1234567', 'images': [{'widt... \n",
+ "album_id 47xaqCsJcYFWqD1gwujl1T \n",
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"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
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"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.316 \n",
+ "complexity NaN \n",
+ "ctitle little by little caribou rmx \n",
+ "danceability 0.8 \n",
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- "duration_ms 267693 \n",
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+ "external_ids {'isrc': 'GBU4B1100013'} \n",
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+ "gloom NaN \n",
+ "href https://api.spotify.com/v1/tracks/6Unw1AAcpS1Z... \n",
+ "id 6Unw1AAcpS1ZgZoRlj2jxA \n",
+ "instrumentalness 0.773 \n",
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+ "lyrical_density NaN \n",
+ "lyrics NaN \n",
"mode 1 \n",
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- "time_signature 3 \n",
- "track_href https://api.spotify.com/v1/tracks/19yGmm9FjEZd... \n",
- "track_number 3 \n",
+ "name Little By Little (Caribou Rmx) \n",
+ "original_lyrics NaN \n",
+ "popularity 44 \n",
+ "preview_url https://p.scdn.co/mp3-preview/0e4982f830936c3c... \n",
+ "sentiment NaN \n",
+ "speechiness 0.0601 \n",
+ "tempo 115.62 \n",
+ "time_signature 4 \n",
+ "track_href https://api.spotify.com/v1/tracks/6Unw1AAcpS1Z... \n",
+ "track_number 1 \n",
"type audio_features \n",
- "uri spotify:track:19yGmm9FjEZdZc5j98WDe4 \n",
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"\n",
" 2 \\\n",
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- "acousticness 0.229 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/4Na0... \n",
+ "_id 5hfzW7LG97Hxv62HHUKgaj \n",
+ "acousticness 0.0589 \n",
+ "album {'name': 'TKOL RMX 1234567', 'images': [{'widt... \n",
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"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
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"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.293 \n",
+ "complexity NaN \n",
+ "ctitle lotus flower jacques greene rmx \n",
+ "danceability 0.629 \n",
"disc_number 1 \n",
- "duration_ms 267187 \n",
- "energy 0.276 \n",
+ "duration_ms 429947 \n",
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"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",
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- "loudness -11.353 \n",
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- "preview_url https://p.scdn.co/mp3-preview/60c34f0bff7c5073... \n",
- "speechiness 0.0351 \n",
- "tempo 121.603 \n",
+ "external_ids {'isrc': 'GBU4B1100014'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/5h... \n",
+ "gloom NaN \n",
+ "href https://api.spotify.com/v1/tracks/5hfzW7LG97Hx... \n",
+ "id 5hfzW7LG97Hxv62HHUKgaj \n",
+ "instrumentalness 0.938 \n",
+ "key 2 \n",
+ "liveness 0.0951 \n",
+ "loudness -8.405 \n",
+ "lyrical_density NaN \n",
+ "lyrics NaN \n",
+ "mode 0 \n",
+ "name Lotus Flower (Jacques Greene Rmx) \n",
+ "original_lyrics NaN \n",
+ "popularity 44 \n",
+ "preview_url https://p.scdn.co/mp3-preview/fb82884344aaffd3... \n",
+ "sentiment NaN \n",
+ "speechiness 0.0327 \n",
+ "tempo 127.982 \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/5hfzW7LG97Hx... \n",
+ "track_number 2 \n",
"type audio_features \n",
- "uri spotify:track:4Na0siMtWOW9pJoWJ1Ponv \n",
- "valence 0.183 \n",
+ "uri spotify:track:5hfzW7LG97Hxv62HHUKgaj \n",
+ "valence 0.171 \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 64lecUR19lBSu317AzVZv3 \n",
+ "acousticness 0.0825 \n",
+ "album {'name': 'TKOL RMX 1234567', 'images': [{'widt... \n",
+ "album_id 47xaqCsJcYFWqD1gwujl1T \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/64le... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
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"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.352 \n",
+ "complexity NaN \n",
+ "ctitle morning mr magpie nathan fake rmx \n",
+ "danceability 0.661 \n",
"disc_number 1 \n",
- "duration_ms 299560 \n",
- "energy 0.674 \n",
+ "duration_ms 291987 \n",
+ "energy 0.707 \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",
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- "loudness -9.018 \n",
+ "external_ids {'isrc': 'GBU4B1100015'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/64... \n",
+ "gloom NaN \n",
+ "href https://api.spotify.com/v1/tracks/64lecUR19lBS... \n",
+ "id 64lecUR19lBSu317AzVZv3 \n",
+ "instrumentalness 0.0772 \n",
+ "key 0 \n",
+ "liveness 0.117 \n",
+ "loudness -7.023 \n",
+ "lyrical_density NaN \n",
+ "lyrics NaN \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 Morning Mr Magpie (Nathan Fake Rmx) \n",
+ "original_lyrics NaN \n",
+ "popularity 40 \n",
+ "preview_url https://p.scdn.co/mp3-preview/e8aa276e76b8e753... \n",
+ "sentiment NaN \n",
+ "speechiness 0.232 \n",
+ "tempo 139.976 \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/64lecUR19lBS... \n",
+ "track_number 3 \n",
"type audio_features \n",
- "uri spotify:track:4aOAzvRdOsZSwZIgwcdeL0 \n",
- "valence 0.131 \n",
+ "uri spotify:track:64lecUR19lBSu317AzVZv3 \n",
+ "valence 0.837 \n",
"\n",
" 4 \\\n",
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- "acousticness 0.0626 \n",
- "album {'artists': [{'uri': 'spotify:artist:4Z8W4fKeB... \n",
- "analysis_url https://api.spotify.com/v1/audio-analysis/3SVA... \n",
+ "_id 1CxhtUbe1o2PeMM3l5Kch6 \n",
+ "acousticness 0.102 \n",
+ "album {'name': 'TKOL RMX 1234567', 'images': [{'widt... \n",
+ "album_id 47xaqCsJcYFWqD1gwujl1T \n",
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"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.36 \n",
+ "complexity NaN \n",
+ "ctitle bloom harmonic 313 rmx \n",
+ "danceability 0.443 \n",
"disc_number 1 \n",
- "duration_ms 264067 \n",
- "energy 0.505 \n",
+ "duration_ms 304333 \n",
+ "energy 0.665 \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': 'GBU4B1100016'} \n",
+ "external_urls {'spotify': 'https://open.spotify.com/track/1C... \n",
+ "gloom NaN \n",
+ "href https://api.spotify.com/v1/tracks/1CxhtUbe1o2P... \n",
+ "id 1CxhtUbe1o2PeMM3l5Kch6 \n",
+ "instrumentalness 0.937 \n",
+ "key 9 \n",
+ "liveness 0.111 \n",
+ "loudness -13.055 \n",
+ "lyrical_density NaN \n",
+ "lyrics NaN \n",
+ "mode 0 \n",
+ "name Bloom (Harmonic 313 Rmx) \n",
+ "original_lyrics NaN \n",
+ "popularity 39 \n",
+ "preview_url https://p.scdn.co/mp3-preview/686816b702063d96... \n",
+ "sentiment NaN \n",
+ "speechiness 0.0536 \n",
+ "tempo 150.023 \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/1CxhtUbe1o2P... \n",
+ "track_number 4 \n",
"type audio_features \n",
- "uri spotify:track:3SVAN3BRByDmHOhKyIDxfC \n",
- "valence 0.311 \n",
+ "uri spotify:track:1CxhtUbe1o2PeMM3l5Kch6 \n",
+ "valence 0.172 \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 2H7Y8wYixrSlKJoaZ1N2yl \n",
+ "acousticness 0.000801 \n",
+ "album {'name': 'TKOL RMX 1234567', 'images': [{'widt... \n",
+ "album_id 47xaqCsJcYFWqD1gwujl1T \n",
+ "analysis_url https://api.spotify.com/v1/audio-analysis/2H7Y... \n",
"artist_id 4Z8W4fKeB5YxbusRsdQVPb \n",
"artist_name Radiohead \n",
- "artists [{'uri': 'spotify:artist:4Z8W4fKeB5YxbusRsdQVP... \n",
+ "artists [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.432 \n",
+ "complexity NaN \n",
+ "ctitle bloom mark pritchard rmx \n",
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+ "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 {'name': 'Pablo Honey', 'images': [{'width': 6... \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 [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.306 \n",
+ "complexity NaN \n",
+ "ctitle lurgee \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",
+ "gloom NaN \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",
+ "lyrical_density 0.399221 \n",
+ "lyrics i feel better i feel better now you've gone i ... \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",
+ "original_lyrics \\n\\n[Verse 1]\\nI feel better\\nI feel better no... \n",
+ "popularity 40 \n",
+ "preview_url https://p.scdn.co/mp3-preview/ae0de4e9b90a15a7... \n",
+ "sentiment {'probability': {'pos': 0.262975963283913, 'ne... \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 {'name': 'Pablo Honey', 'images': [{'width': 6... \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 [{'name': 'Radiohead', 'id': '4Z8W4fKeB5YxbusR... \n",
"available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n",
- "danceability 0.429 \n",
+ "complexity NaN \n",
+ "ctitle blow out \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",
+ "gloom NaN \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",
+ "lyrical_density 0.340346 \n",
+ "lyrics in my mind and nailed into my heels all the ti... \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",
+ "original_lyrics \\n\\n[Verse 1]\\nIn my mind\\nAnd nailed into my ... \n",
+ "popularity 41 \n",
+ "preview_url https://p.scdn.co/mp3-preview/69a5564e6733d6d2... \n",
+ "sentiment {'probability': {'pos': 0.3796885990250341, 'n... \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]"
+ "[41 rows x 146 columns]"
]
},
- "execution_count": 101,
+ "execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 100,
+ "execution_count": 12,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0xac493e2c>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f241605f9e8>"
]
},
- "execution_count": 100,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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+ "image/png": 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"text/plain": [
- "<matplotlib.figure.Figure at 0xac82d3ac>"
+ "<matplotlib.figure.Figure at 0x7f2417e637f0>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 102,
+ "execution_count": 13,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0xac3993ec>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f24143d6ef0>"
]
},
- "execution_count": 102,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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"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': 1497768,\n",
+ " 'annotation_count': 1,\n",
+ " 'api_path': '/songs/1497768',\n",
+ " 'full_title': 'All Together on the Wireless Machine by\\xa0The\\xa0Beatles',\n",
+ " 'header_image_thumbnail_url': 'https://images.genius.com/ad1f59e8a03be4eb521e88015d15d6e8.200x200x1.jpg',\n",
+ " 'header_image_url': 'https://images.genius.com/ad1f59e8a03be4eb521e88015d15d6e8.200x200x1.jpg',\n",
+ " 'id': 1497768,\n",
+ " 'lyrics_owner_id': 1549345,\n",
+ " 'path': '/The-beatles-all-together-on-the-wireless-machine-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://images.genius.com/ad1f59e8a03be4eb521e88015d15d6e8.200x200x1.jpg',\n",
" 'stats': {'hot': False, 'unreviewed_annotations': 0},\n",
- " 'title': 'Act Naturally',\n",
- " 'url': 'https://genius.com/The-beatles-act-naturally-lyrics'}"
+ " 'title': 'All Together on the Wireless Machine',\n",
+ " 'url': 'https://genius.com/The-beatles-all-together-on-the-wireless-machine-lyrics'}"
]
},
- "execution_count": 105,
+ "execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 106,
+ "execution_count": 45,
"metadata": {
"collapsed": false,
"scrolled": false
" <th>8</th>\n",
" <th>9</th>\n",
" <th>...</th>\n",
- " <th>601</th>\n",
- " <th>602</th>\n",
- " <th>603</th>\n",
- " <th>604</th>\n",
- " <th>605</th>\n",
- " <th>606</th>\n",
- " <th>607</th>\n",
- " <th>608</th>\n",
- " <th>609</th>\n",
- " <th>610</th>\n",
+ " <th>1061</th>\n",
+ " <th>1062</th>\n",
+ " <th>1063</th>\n",
+ " <th>1064</th>\n",
+ " <th>1065</th>\n",
+ " <th>1066</th>\n",
+ " <th>1067</th>\n",
+ " <th>1068</th>\n",
+ " <th>1069</th>\n",
+ " <th>1070</th>\n",
" </tr>\n",
" </thead>\n",
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- " <td>210712</td>\n",
" <td>1497768</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>annotation_count</th>\n",
- " <td>5</td>\n",
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- " <td>2</td>\n",
" <td>1</td>\n",
- " <td>12</td>\n",
- " <td>0</td>\n",
" <td>5</td>\n",
+ " <td>4</td>\n",
+ " <td>6</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
+ " <td>6</td>\n",
" <td>1</td>\n",
- " <td>...</td>\n",
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" <td>1</td>\n",
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- " <td>0</td>\n",
- " <td>9</td>\n",
- " <td>8</td>\n",
- " <td>0</td>\n",
+ " <td>...</td>\n",
" <td>7</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
+ " <td>4</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
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" <td>1</td>\n",
+ " <td>16</td>\n",
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" <tr>\n",
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" <td>/songs/1497768</td>\n",
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" </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>...</td>\n",
+ " <td>you cant always get what you want</td>\n",
+ " <td>you cant catch me</td>\n",
+ " <td>you dont have to mean it</td>\n",
+ " <td>you got me rocking</td>\n",
+ " <td>you got the silver</td>\n",
+ " <td>dont look back</td>\n",
+ " <td>each and every day of the year</td>\n",
+ " <td>im a king bee</td>\n",
+ " <td>little by little</td>\n",
+ " <td>brown sugar</td>\n",
" </tr>\n",
" <tr>\n",
" <th>full_title</th>\n",
- " <td>Act Naturally by The Beatles</td>\n",
- " <td>A Little Rhyme by The Beatles (Ft. John & Rodn...</td>\n",
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" <td>All Together on the Wireless Machine by The Be...</td>\n",
- " <td>And Your Bird Can Sing by The Beatles</td>\n",
- " <td>Ain't She Sweet by The Beatles</td>\n",
+ " <td>A Little Rhyme by The Beatles (Ft. John & Rodn...</td>\n",
" <td>And I Love Her by The Beatles</td>\n",
- " <td>Bad to Me by The Beatles</td>\n",
+ " <td>Any Time at All by The Beatles</td>\n",
+ " <td>A Taste of Honey 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>Can You Take Me Back by The Beatles</td>\n",
+ " <td>Carry That Weight by The Beatles</td>\n",
+ " <td>Down in Eastern Australia by The Beatles</td>\n",
+ " <td>Everybody's Trying to Be My Baby by The Beatles</td>\n",
" <td>...</td>\n",
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- " <td>You and Whose Army? by Radiohead</td>\n",
- " <td>You Never Wash Up After Yourself by Radiohead</td>\n",
+ " <td>You Can't Always Get What You Want by The Roll...</td>\n",
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+ " <td>Don't Look Back by The Rolling Stones</td>\n",
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+ " <td>I'm A King Bee by The Rolling Stones</td>\n",
+ " <td>Little By Little by The Rolling Stones</td>\n",
+ " <td>Brown Sugar by The Rolling Stones</td>\n",
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" <tr>\n",
" <th>id</th>\n",
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- " <td>210712</td>\n",
" <td>1497768</td>\n",
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" <td>123533</td>\n",
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" <td>...</td>\n",
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" </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>...</td>\n",
+ " <td>i saw her today at the reception a glass of wi...</td>\n",
+ " <td>i bought a brand new air mobile it was custom ...</td>\n",
+ " <td>you don't have to mean it you just got to say ...</td>\n",
+ " <td>i was a butcher cutting up meat my hands were ...</td>\n",
+ " <td>hey babe, what's in your eyes? i saw them flas...</td>\n",
+ " <td>if it's love that you're running from there's ...</td>\n",
+ " <td>do i miss her kiss at night time arms around m...</td>\n",
+ " <td>well i am a king bee buzzing around your hive ...</td>\n",
+ " <td>tried to trail you last night, baby, trail you...</td>\n",
+ " <td>gold coast slave ship bound for cotton fields ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>lyrics_owner_id</th>\n",
- " <td>22533</td>\n",
- " <td>250962</td>\n",
- " <td>250962</td>\n",
" <td>1549345</td>\n",
- " <td>121577</td>\n",
" <td>250962</td>\n",
" <td>46871</td>\n",
- " <td>1549345</td>\n",
+ " <td>46871</td>\n",
+ " <td>70799</td>\n",
" <td>250962</td>\n",
- " <td>389740</td>\n",
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- " <td>11637</td>\n",
" <td>1549345</td>\n",
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- " <td>2726776</td>\n",
- " <td>2726776</td>\n",
" <td>116340</td>\n",
- " <td>1158811</td>\n",
+ " <td>1549345</td>\n",
+ " <td>22533</td>\n",
+ " <td>...</td>\n",
+ " <td>779</td>\n",
+ " <td>354383</td>\n",
+ " <td>354608</td>\n",
+ " <td>354382</td>\n",
+ " <td>1217557</td>\n",
+ " <td>1549345</td>\n",
+ " <td>354385</td>\n",
+ " <td>354383</td>\n",
+ " <td>354383</td>\n",
+ " <td>16</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>original_lyrics</th>\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",
+ " <td>...</td>\n",
+ " <td>\\n\\n[Intro: London Bach Choir]\\nI saw her toda...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nI bought a brand new air mobile...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nYou don't have to mean it\\nYou ...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nI was a butcher\\nCutting up mea...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nHey babe, what's in your eyes?\\...</td>\n",
+ " <td>\\n\\nIf it's love that you're running from\\nThe...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nDo I miss her kiss at night tim...</td>\n",
+ " <td>\\n\\n[Chorus]\\nWell I am a king bee\\nBuzzing ar...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nTried to trail you last night, ...</td>\n",
+ " <td>\\n\\n[Verse 1]\\nGold coast slave ship bound for...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>path</th>\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-aint-she-sweet-lyrics</td>\n",
+ " <td>/The-beatles-a-little-rhyme-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-any-time-at-all-lyrics</td>\n",
+ " <td>/The-beatles-a-taste-of-honey-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-can-you-take-me-back-lyrics</td>\n",
+ " <td>/The-beatles-carry-that-weight-lyrics</td>\n",
+ " <td>/The-beatles-down-in-eastern-australia-lyrics</td>\n",
+ " <td>/The-beatles-everybodys-trying-to-be-my-baby-l...</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-i-end-and-you-begin-lyrics</td>\n",
- " <td>/Radiohead-you-and-whose-army-lyrics</td>\n",
- " <td>/Radiohead-you-never-wash-up-after-yourself-ly...</td>\n",
+ " <td>/The-rolling-stones-you-cant-always-get-what-y...</td>\n",
+ " <td>/The-rolling-stones-you-cant-catch-me-lyrics</td>\n",
+ " <td>/The-rolling-stones-you-dont-have-to-mean-it-l...</td>\n",
+ " <td>/The-rolling-stones-you-got-me-rocking-lyrics</td>\n",
+ " <td>/The-rolling-stones-you-got-the-silver-lyrics</td>\n",
+ " <td>/The-rolling-stones-dont-look-back-lyrics</td>\n",
+ " <td>/The-rolling-stones-each-and-every-day-of-the-...</td>\n",
+ " <td>/The-rolling-stones-im-a-king-bee-lyrics</td>\n",
+ " <td>/The-rolling-stones-little-by-little-lyrics</td>\n",
+ " <td>/The-rolling-stones-brown-sugar-lyrics</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>{'image_url': 'https://images.genius.com/ad1f5...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/ad1f5...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/ad1f5...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/ad1f5...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/ad1f5...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/ad1f5...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/ad1f5...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/ad1f5...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/ad1f5...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/ad1f5...</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>{'image_url': 'https://images.genius.com/23bbf...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/23bbf...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/23bbf...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/23bbf...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/23bbf...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/23bbf...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/23bbf...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/23bbf...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/23bbf...</td>\n",
+ " <td>{'image_url': 'https://images.genius.com/23bbf...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>pyongs_count</th>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>15</td>\n",
" <td>2</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>2</td>\n",
+ " <td>1</td>\n",
" <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>...</td>\n",
" <td>15</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
- " <td>...</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>4</td>\n",
" <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>song_art_image_thumbnail_url</th>\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/110537_cda_...</td>\n",
+ " <td>https://images.genius.com/68c11c7f5b6b66194d77...</td>\n",
" <td>https://images.genius.com/68c11c7f5b6b66194d77...</td>\n",
- " <td>https://images.genius.com/6f304f07098a410106d9...</td>\n",
+ " <td>https://s3.amazonaws.com/rapgenius/1360709432_...</td>\n",
" <td>https://s3.amazonaws.com/rapgenius/110537_cda_...</td>\n",
- " <td>https://images.genius.com/486acf44f6ac31cc8352...</td>\n",
+ " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
+ " <td>https://images.genius.com/560d707ac51a528c952d...</td>\n",
+ " <td>https://images.genius.com/ad1f59e8a03be4eb521e...</td>\n",
+ " <td>https://images.genius.com/4268a08d2b36372eb6e8...</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/5ccb8a89b0f674962982...</td>\n",
- " <td>https://s3.amazonaws.com/rapgenius/1359924238_...</td>\n",
- " <td>https://images.rapgenius.com/0d14d86aec456da16...</td>\n",
+ " <td>https://images.genius.com/7e75133e0e4017798a7a...</td>\n",
+ " <td>https://images.genius.com/9c0263f14c39b6df59e5...</td>\n",
+ " <td>https://images.genius.com/eb7fd9257058b77179cb...</td>\n",
+ " <td>https://images.genius.com/a8ed1f93846da84943a7...</td>\n",
+ " <td>https://images.rapgenius.com/ac969979ccb91a0d2...</td>\n",
+ " <td>https://images.genius.com/23bbf05f7ee8286a8905...</td>\n",
+ " <td>https://images.genius.com/6c322c96140487d56076...</td>\n",
+ " <td>https://images.genius.com/076d49bcc219432b68b4...</td>\n",
+ " <td>https://images.genius.com/076d49bcc219432b68b4...</td>\n",
+ " <td>https://images.genius.com/5b7d4f11893ff2fdeba7...</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, 'p...</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, 'p...</td>\n",
" <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
" <td>{'unreviewed_annotations': 0, 'hot': False}</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, 'p...</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': 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>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False}</td>\n",
+ " <td>{'unreviewed_annotations': 0, 'hot': False, 'p...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>title</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>Ain't She Sweet</td>\n",
+ " <td>A Little Rhyme</td>\n",
" <td>And I Love Her</td>\n",
- " <td>Bad to Me</td>\n",
+ " <td>Any Time at All</td>\n",
+ " <td>A Taste of Honey</td>\n",
" <td>Beatle Greetings</td>\n",
- " <td>Everyone Needs Someone To Hate</td>\n",
+ " <td>Can You Take Me Back</td>\n",
+ " <td>Carry That Weight</td>\n",
+ " <td>Down in Eastern Australia</td>\n",
+ " <td>Everybody's Trying to Be My Baby</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 I End and You Begin</td>\n",
- " <td>You and Whose Army?</td>\n",
- " <td>You Never Wash Up After Yourself</td>\n",
+ " <td>You Can't Always Get What You Want</td>\n",
+ " <td>You Can't Catch Me</td>\n",
+ " <td>You Don't Have To Mean It</td>\n",
+ " <td>You Got Me Rocking</td>\n",
+ " <td>You Got the Silver</td>\n",
+ " <td>Don't Look Back</td>\n",
+ " <td>Each and every day of the year</td>\n",
+ " <td>I'm A King Bee</td>\n",
+ " <td>Little By Little</td>\n",
+ " <td>Brown Sugar</td>\n",
" </tr>\n",
" <tr>\n",
" <th>url</th>\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-aint-she-sweet-...</td>\n",
+ " <td>https://genius.com/The-beatles-a-little-rhyme-...</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-any-time-at-all...</td>\n",
+ " <td>https://genius.com/The-beatles-a-taste-of-hone...</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-can-you-take-me...</td>\n",
+ " <td>https://genius.com/The-beatles-carry-that-weig...</td>\n",
+ " <td>https://genius.com/The-beatles-down-in-eastern...</td>\n",
+ " <td>https://genius.com/The-beatles-everybodys-tryi...</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-i-end-and-y...</td>\n",
- " <td>https://genius.com/Radiohead-you-and-whose-arm...</td>\n",
- " <td>https://genius.com/Radiohead-you-never-wash-up...</td>\n",
+ " <td>https://genius.com/The-rolling-stones-you-cant...</td>\n",
+ " <td>https://genius.com/The-rolling-stones-you-cant...</td>\n",
+ " <td>https://genius.com/The-rolling-stones-you-dont...</td>\n",
+ " <td>https://genius.com/The-rolling-stones-you-got-...</td>\n",
+ " <td>https://genius.com/The-rolling-stones-you-got-...</td>\n",
+ " <td>https://genius.com/The-rolling-stones-dont-loo...</td>\n",
+ " <td>https://genius.com/The-rolling-stones-each-and...</td>\n",
+ " <td>https://genius.com/The-rolling-stones-im-a-kin...</td>\n",
+ " <td>https://genius.com/The-rolling-stones-little-b...</td>\n",
+ " <td>https://genius.com/The-rolling-stones-brown-su...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
- "<p>17 rows × 611 columns</p>\n",
+ "<p>18 rows × 1071 columns</p>\n",
"</div>"
],
"text/plain": [
- " 0 \\\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",
- "pyongs_count 2 \n",
- "song_art_image_thumbnail_url https://images.genius.com/adbf27acc77a06acfa4a... \n",
- "stats {'unreviewed_annotations': 0, 'hot': False} \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",
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+ "song_art_image_thumbnail_url https://images.genius.com/eb7fd9257058b77179cb... \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",
+ "title You Don't Have To Mean It \n",
+ "url https://genius.com/The-rolling-stones-you-dont... \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",
+ " 1064 \\\n",
+ "_id 313043 \n",
+ "annotation_count 1 \n",
+ "api_path /songs/313043 \n",
+ "ctitle you got me rocking \n",
+ "full_title You Got Me Rocking by The Rolling Stones \n",
+ "header_image_thumbnail_url https://images.genius.com/a8ed1f93846da84943a7... \n",
+ "header_image_url https://images.genius.com/a8ed1f93846da84943a7... \n",
+ "id 313043 \n",
+ "lyrics i was a butcher cutting up meat my hands were ... \n",
+ "lyrics_owner_id 354382 \n",
+ "original_lyrics \\n\\n[Verse 1]\\nI was a butcher\\nCutting up mea... \n",
+ "path /The-rolling-stones-you-got-me-rocking-lyrics \n",
+ "primary_artist {'image_url': 'https://images.genius.com/23bbf... \n",
+ "pyongs_count NaN \n",
+ "song_art_image_thumbnail_url https://images.genius.com/a8ed1f93846da84943a7... \n",
+ "stats {'unreviewed_annotations': 0, 'hot': False} \n",
+ "title You Got Me Rocking \n",
+ "url https://genius.com/The-rolling-stones-you-got-... \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",
+ " 1065 \\\n",
+ "_id 2389345 \n",
+ "annotation_count 4 \n",
+ "api_path /songs/2389345 \n",
+ "ctitle you got the silver \n",
+ "full_title You Got the Silver by The Rolling Stones (Ft. ... \n",
+ "header_image_thumbnail_url https://images.rapgenius.com/ac969979ccb91a0d2... \n",
+ "header_image_url https://images.rapgenius.com/ac969979ccb91a0d2... \n",
+ "id 2389345 \n",
+ "lyrics hey babe, what's in your eyes? i saw them flas... \n",
+ "lyrics_owner_id 1217557 \n",
+ "original_lyrics \\n\\n[Verse 1]\\nHey babe, what's in your eyes?\\... \n",
+ "path /The-rolling-stones-you-got-the-silver-lyrics \n",
+ "primary_artist {'image_url': 'https://images.genius.com/23bbf... \n",
+ "pyongs_count NaN \n",
+ "song_art_image_thumbnail_url https://images.rapgenius.com/ac969979ccb91a0d2... \n",
+ "stats {'unreviewed_annotations': 0, 'hot': False} \n",
+ "title You Got the Silver \n",
+ "url https://genius.com/The-rolling-stones-you-got-... \n",
"\n",
- " 607 \\\n",
- "_id 2913460 \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",
- "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",
+ " 1066 \\\n",
+ "_id 1245984 \n",
+ "annotation_count 1 \n",
+ "api_path /songs/1245984 \n",
+ "ctitle dont look back \n",
+ "full_title Don't Look Back by The Rolling Stones \n",
+ "header_image_thumbnail_url https://images.genius.com/23bbf05f7ee8286a8905... \n",
+ "header_image_url https://images.genius.com/23bbf05f7ee8286a8905... \n",
+ "id 1245984 \n",
+ "lyrics if it's love that you're running from there's ... \n",
+ "lyrics_owner_id 1549345 \n",
+ "original_lyrics \\n\\nIf it's love that you're running from\\nThe... \n",
+ "path /The-rolling-stones-dont-look-back-lyrics \n",
+ "primary_artist {'image_url': 'https://images.genius.com/23bbf... \n",
"pyongs_count NaN \n",
- "song_art_image_thumbnail_url https://images.genius.com/76967c29fe8fa254f540... \n",
+ "song_art_image_thumbnail_url https://images.genius.com/23bbf05f7ee8286a8905... \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",
+ "title Don't Look Back \n",
+ "url https://genius.com/The-rolling-stones-dont-loo... \n",
"\n",
- " 608 \\\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",
- "pyongs_count 5 \n",
- "song_art_image_thumbnail_url https://images.genius.com/5ccb8a89b0f674962982... \n",
- "stats {'unreviewed_annotations': 2, 'pageviews': 107... \n",
- "title Where I End and You Begin \n",
- "url https://genius.com/Radiohead-where-i-end-and-y... \n",
+ " 1067 \\\n",
+ "_id 311907 \n",
+ "annotation_count 1 \n",
+ "api_path /songs/311907 \n",
+ "ctitle each and every day of the year \n",
+ "full_title Each and every day of the year by The Rolling ... \n",
+ "header_image_thumbnail_url https://images.genius.com/6c322c96140487d56076... \n",
+ "header_image_url https://images.genius.com/6c322c96140487d56076... \n",
+ "id 311907 \n",
+ "lyrics do i miss her kiss at night time arms around m... \n",
+ "lyrics_owner_id 354385 \n",
+ "original_lyrics \\n\\n[Verse 1]\\nDo I miss her kiss at night tim... \n",
+ "path /The-rolling-stones-each-and-every-day-of-the-... \n",
+ "primary_artist {'image_url': 'https://images.genius.com/23bbf... \n",
+ "pyongs_count NaN \n",
+ "song_art_image_thumbnail_url https://images.genius.com/6c322c96140487d56076... \n",
+ "stats {'unreviewed_annotations': 0, 'hot': False} \n",
+ "title Each and every day of the year \n",
+ "url https://genius.com/The-rolling-stones-each-and... \n",
"\n",
- " 609 \\\n",
- "_id 114477 \n",
+ " 1068 \\\n",
+ "_id 310293 \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",
- "pyongs_count 4 \n",
- "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/1359924238_... \n",
- "stats {'unreviewed_annotations': 0, 'pageviews': 138... \n",
- "title You and Whose Army? \n",
- "url https://genius.com/Radiohead-you-and-whose-arm... \n",
+ "api_path /songs/310293 \n",
+ "ctitle im a king bee \n",
+ "full_title I'm A King Bee by The Rolling Stones \n",
+ "header_image_thumbnail_url https://images.genius.com/076d49bcc219432b68b4... \n",
+ "header_image_url https://images.genius.com/076d49bcc219432b68b4... \n",
+ "id 310293 \n",
+ "lyrics well i am a king bee buzzing around your hive ... \n",
+ "lyrics_owner_id 354383 \n",
+ "original_lyrics \\n\\n[Chorus]\\nWell I am a king bee\\nBuzzing ar... \n",
+ "path /The-rolling-stones-im-a-king-bee-lyrics \n",
+ "primary_artist {'image_url': 'https://images.genius.com/23bbf... \n",
+ "pyongs_count NaN \n",
+ "song_art_image_thumbnail_url https://images.genius.com/076d49bcc219432b68b4... \n",
+ "stats {'unreviewed_annotations': 0, 'hot': False} \n",
+ "title I'm A King Bee \n",
+ "url https://genius.com/The-rolling-stones-im-a-kin... \n",
"\n",
- " 610 \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",
- "pyongs_count NaN \n",
- "song_art_image_thumbnail_url https://images.rapgenius.com/0d14d86aec456da16... \n",
- "stats {'unreviewed_annotations': 0, 'hot': False} \n",
- "title You Never Wash Up After Yourself \n",
- "url https://genius.com/Radiohead-you-never-wash-up... \n",
+ " 1069 \\\n",
+ "_id 310289 \n",
+ "annotation_count 1 \n",
+ "api_path /songs/310289 \n",
+ "ctitle little by little \n",
+ "full_title Little By Little by The Rolling Stones \n",
+ "header_image_thumbnail_url https://images.genius.com/076d49bcc219432b68b4... \n",
+ "header_image_url https://images.genius.com/076d49bcc219432b68b4... \n",
+ "id 310289 \n",
+ "lyrics tried to trail you last night, baby, trail you... \n",
+ "lyrics_owner_id 354383 \n",
+ "original_lyrics \\n\\n[Verse 1]\\nTried to trail you last night, ... \n",
+ "path /The-rolling-stones-little-by-little-lyrics \n",
+ "primary_artist {'image_url': 'https://images.genius.com/23bbf... \n",
+ "pyongs_count NaN \n",
+ "song_art_image_thumbnail_url https://images.genius.com/076d49bcc219432b68b4... \n",
+ "stats {'unreviewed_annotations': 0, 'hot': False} \n",
+ "title Little By Little \n",
+ "url https://genius.com/The-rolling-stones-little-b... \n",
+ "\n",
+ " 1070 \n",
+ "_id 106069 \n",
+ "annotation_count 16 \n",
+ "api_path /songs/106069 \n",
+ "ctitle brown sugar \n",
+ "full_title Brown Sugar by The Rolling Stones \n",
+ "header_image_thumbnail_url https://images.genius.com/5b7d4f11893ff2fdeba7... \n",
+ "header_image_url https://images.genius.com/5b7d4f11893ff2fdeba7... \n",
+ "id 106069 \n",
+ "lyrics gold coast slave ship bound for cotton fields ... \n",
+ "lyrics_owner_id 16 \n",
+ "original_lyrics \\n\\n[Verse 1]\\nGold coast slave ship bound for... \n",
+ "path /The-rolling-stones-brown-sugar-lyrics \n",
+ "primary_artist {'image_url': 'https://images.genius.com/23bbf... \n",
+ "pyongs_count 7 \n",
+ "song_art_image_thumbnail_url https://images.genius.com/5b7d4f11893ff2fdeba7... \n",
+ "stats {'unreviewed_annotations': 0, 'hot': False, 'p... \n",
+ "title Brown Sugar \n",
+ "url https://genius.com/The-rolling-stones-brown-su... \n",
"\n",
- "[17 rows x 611 columns]"
+ "[18 rows x 1071 columns]"
]
},
- "execution_count": 106,
+ "execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 116,
+ "execution_count": 46,
"metadata": {
"collapsed": false
},
},
{
"cell_type": "code",
- "execution_count": 153,
+ "execution_count": 47,
"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": 47,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 259,
+ "execution_count": 48,
"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": 48,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 129,
+ "execution_count": 49,
"metadata": {
"collapsed": true
},
},
{
"cell_type": "code",
- "execution_count": 130,
+ "execution_count": 50,
"metadata": {
"collapsed": false
},
"'a hard days night'"
]
},
- "execution_count": 130,
+ "execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 131,
+ "execution_count": 51,
"metadata": {
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},
},
{
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- "execution_count": 141,
+ "execution_count": 52,
"metadata": {
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{
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"text/plain": [
- "(305, 294, 42)"
+ "(489, 559, 57)"
]
},
- "execution_count": 141,
+ "execution_count": 52,
"metadata": {},
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}
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{
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- "execution_count": 134,
+ "execution_count": 53,
"metadata": {
"collapsed": false,
"scrolled": true
"text/plain": [
"{'2 2 5 live at earls court',\n",
" 'a punch up at a wedding',\n",
+ " 'band introductions',\n",
" 'bloom blawan rmx',\n",
" 'bloom harmonic 313 rmx',\n",
" 'bloom jamie xx rework',\n",
" 'bloom mark pritchard rmx',\n",
" 'bloom objekt rmx',\n",
" 'bullet proof i wish i was',\n",
+ " 'charlies intro to little red rooster',\n",
" 'codex illum sphere',\n",
" 'dollars cents',\n",
" 'dollars cents live',\n",
+ " 'everybody needs somebody to love finale',\n",
" 'everything in its right place live in france',\n",
+ " 'faraway eyes',\n",
" 'feral lone rmx',\n",
" 'fog again live',\n",
" 'give up the ghost brokenchord rmx',\n",
" 'i might be wrong live',\n",
" 'i will los angeles version',\n",
" 'idioteque live in oxford',\n",
+ " 'intro take the a train',\n",
+ " 'jumping jack flash',\n",
+ " 'just my imagination',\n",
" 'kansas city heyheyheyhey',\n",
+ " 'key to the highway',\n",
" 'like spinning plates live',\n",
" 'little by little caribou rmx',\n",
" 'little by little shed',\n",
+ " 'little ta',\n",
" 'lotus flower jacques greene rmx',\n",
" 'lotus flower sbtrkt rmx',\n",
" 'march of the meanies',\n",
+ " 'martin scorsese intro',\n",
" 'morning bell live in oxford',\n",
" 'morning mr magpie nathan fake rmx',\n",
" 'morning mr magpie pearson sound scavenger rmx',\n",
+ " 'outro',\n",
" 'packt like sardines in a crushed tin box',\n",
" 'pepperland',\n",
" 'pepperland laid waste',\n",
" 'when im sixty four'}"
]
},
- "execution_count": 134,
+ "execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 135,
+ "execution_count": 54,
"metadata": {
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"data": {
"text/plain": [
- "{'1822',\n",
+ "{'100 years ago',\n",
+ " '1822',\n",
+ " '19th nervous breakdown',\n",
+ " '2000 light years from home',\n",
+ " '2000 man',\n",
+ " '2120 south michigan avenue',\n",
+ " '3',\n",
" 'a little rhyme',\n",
" 'a moon shaped pool tracklist album cover',\n",
" 'a picture of you',\n",
" 'a shot of rhythm and blues',\n",
" 'across the universe wildlife version',\n",
" 'aint she sweet',\n",
+ " 'aint that loving you baby',\n",
+ " 'aint too proud to beg',\n",
+ " 'all sold out',\n",
" 'all things must pass',\n",
" 'all together on the wireless machine',\n",
+ " 'andrews blues',\n",
" 'another beatles christmas record',\n",
+ " 'anyway you look at it',\n",
+ " 'around and around',\n",
+ " 'baby please dont go',\n",
+ " 'baby whats wrong',\n",
+ " 'backstreet girl',\n",
" 'bad boy',\n",
" 'bad to me',\n",
" 'banana co',\n",
" 'beatle greetings',\n",
" 'beatles movie medley',\n",
+ " 'beautiful delilah',\n",
" 'beautiful dreamer',\n",
" 'bebopalula',\n",
" 'because i know you love me so',\n",
" 'big boots',\n",
" 'big ideas',\n",
" 'bishops robes',\n",
+ " 'bitch',\n",
" 'bitches talkin',\n",
" 'blackbirdyesterday',\n",
+ " 'blood red wine',\n",
" 'blue moon of kentucky',\n",
" 'blue suede shoes',\n",
+ " 'blue turns to grey',\n",
+ " 'bright lights big city',\n",
" 'bullet proofi wish i was',\n",
" 'burning bush',\n",
+ " 'bye bye johnny',\n",
+ " 'can i get a witness',\n",
+ " 'can you hear the music',\n",
" 'can you take me back',\n",
+ " 'cant get next to you',\n",
" 'carol',\n",
+ " 'casino boogie',\n",
" 'ceremony',\n",
+ " 'charlie watts introduction of marianne faithfull',\n",
+ " 'cherry oh baby',\n",
" 'child of nature',\n",
+ " 'child of the moon',\n",
" 'christmas time is here again',\n",
" 'cinnamon girl',\n",
+ " 'citadel',\n",
" 'clarabella',\n",
" 'climbing up a bloody great hill',\n",
+ " 'cocksucker blues',\n",
" 'coke babies',\n",
" 'come and get it',\n",
+ " 'come on',\n",
" 'come togetherdear prudence',\n",
+ " 'coming down again',\n",
" 'commonwealth',\n",
+ " 'complicated',\n",
+ " 'con le mie lacrime',\n",
+ " 'confessin the blues',\n",
+ " 'congratulations',\n",
+ " 'cook cook blues',\n",
+ " 'cool calm and collected',\n",
+ " 'cops and robbers',\n",
+ " 'corinna',\n",
+ " 'country honk',\n",
+ " 'crackin up',\n",
+ " 'crazy mama',\n",
" 'crinsk dee night',\n",
+ " 'criss cross man',\n",
+ " 'crushed pearl',\n",
" 'cry for a shadow',\n",
+ " 'cry to me',\n",
" 'crying waiting hoping',\n",
" 'cut a hole',\n",
" 'cuttooth',\n",
+ " 'da doo ron ron',\n",
+ " 'dance',\n",
+ " 'dance little sister',\n",
+ " 'dancing in the light',\n",
+ " 'dancing with mr d',\n",
+ " 'dandelion',\n",
+ " 'dear doctor',\n",
" 'dear wack',\n",
+ " 'diddley daddy',\n",
" 'dollars and cents',\n",
+ " 'doncha bother me',\n",
" 'dont ever change',\n",
" 'dont let me down',\n",
+ " 'dont lie to me',\n",
+ " 'dont look back',\n",
+ " 'dont stop',\n",
+ " 'doo doo doo doo doo heartbreaker',\n",
+ " 'doom and gloom',\n",
+ " 'down home girl',\n",
" 'down in eastern australia',\n",
+ " 'down in the bottom',\n",
+ " 'downtown suzie',\n",
" 'dream baby',\n",
+ " 'drift away',\n",
" 'drive my carthe wordwhat youre doing',\n",
+ " 'each and every day of the year',\n",
" 'eds scary song',\n",
" 'egyptian song',\n",
" 'eleanor rigbyjulia transition',\n",
+ " 'empty heart',\n",
" 'everybody lies through their teeth',\n",
" 'everyone needs someone to hate',\n",
+ " 'everything is turning to gold',\n",
" 'faithless the wonderboy',\n",
" 'falling in love again',\n",
+ " 'family',\n",
+ " 'fancyman blues',\n",
+ " 'fanny mae',\n",
" 'fasttrack',\n",
" 'final show',\n",
+ " 'fingerprint file',\n",
+ " 'flight 505',\n",
" 'fog',\n",
" 'follow me around',\n",
+ " 'following the river',\n",
+ " 'fool to cry',\n",
+ " 'fortune teller',\n",
" 'four guys',\n",
" 'free as a bird',\n",
" 'from fluff to you',\n",
" 'from us to you',\n",
+ " 'gangsters maul',\n",
" 'get back aka no pakistanis',\n",
+ " 'get off of my cloud',\n",
" 'give it up',\n",
" 'give peace a chance',\n",
" 'glad all over',\n",
" 'glass onion love remix',\n",
" 'gnik nus',\n",
+ " 'goin home',\n",
+ " 'gomper',\n",
+ " 'good time women',\n",
+ " 'good times',\n",
+ " 'good times bad times',\n",
" 'goodbye',\n",
+ " 'goodbye girl',\n",
+ " 'gotta get away',\n",
+ " 'grown up wrong',\n",
" 'hallelujah i love her so',\n",
+ " 'hand of fate',\n",
" 'happy song',\n",
+ " 'harlem shuffle ny mix',\n",
" 'harry patch in memory of',\n",
" 'have a banana',\n",
" 'have a banana speech',\n",
+ " 'have you seen your mother baby standing in the shadow',\n",
" 'hear me lord harrison',\n",
+ " 'heart of stone',\n",
+ " 'heavys pizza',\n",
" 'hello little girl',\n",
" 'here comes the sunthe inner light transition',\n",
+ " 'hey crawdaddy',\n",
+ " 'hey negrita',\n",
+ " 'hide your love',\n",
+ " 'highway child',\n",
+ " 'hiheel sneakers',\n",
+ " 'hitch hike',\n",
+ " 'honest i do',\n",
+ " 'hoochie coochie man',\n",
+ " 'hot stuff',\n",
+ " 'hound dog',\n",
" 'how can you be sure',\n",
" 'how do you do it',\n",
" 'how i made my millions',\n",
+ " 'i aint superstitious',\n",
+ " 'i am waiting',\n",
" 'i call your name',\n",
+ " 'i cant be satisfied',\n",
+ " 'i cant help it',\n",
+ " 'i dont know why',\n",
+ " 'i dont know why aka dont know why i love you',\n",
" 'i forgot to remember to forget',\n",
" 'i froze up',\n",
+ " 'i get a kick out of you',\n",
" 'i got a woman',\n",
+ " 'i got the blues',\n",
" 'i got to find my baby',\n",
" 'i just dont understand',\n",
+ " 'i just want to make love to you',\n",
+ " 'i just want to see his face',\n",
+ " 'i need you baby mona',\n",
" 'i promise',\n",
+ " 'i think im going mad',\n",
" 'i want none of this',\n",
+ " 'i want to be loved',\n",
" 'i want to know',\n",
+ " 'id much rather be with the boys',\n",
+ " 'if i was a dancer dance part 2',\n",
+ " 'if you cant rock me',\n",
+ " 'if you let me',\n",
" 'if you love me baby',\n",
+ " 'if you need me',\n",
+ " 'if you really want to be my friend',\n",
" 'if youve got trouble',\n",
" 'ill be on my way',\n",
" 'ill get you',\n",
" 'ill wear it proudly',\n",
" 'ill wind',\n",
+ " 'im a king bee',\n",
" 'im coming up',\n",
" 'im down',\n",
+ " 'im going down',\n",
+ " 'im gonna drive',\n",
" 'im gonna sit right down and cry over you',\n",
+ " 'im not signifying',\n",
" 'im talking about you',\n",
+ " 'in another land',\n",
" 'in spite of all the danger',\n",
" 'india',\n",
" 'india rubber',\n",
" 'inside my head',\n",
+ " 'intro',\n",
+ " 'intro excerpt from fanfare for the common man',\n",
+ " 'it hurts me too',\n",
+ " 'it should be you',\n",
+ " 'its all over now',\n",
" 'its for you',\n",
+ " 'its not easy',\n",
+ " 'ive been loving you too long',\n",
" 'james bond theme',\n",
" 'jazz piano song',\n",
" 'jerusalem',\n",
+ " 'jigsaw puzzle',\n",
" 'jingle bells',\n",
+ " 'jiving sister fanny',\n",
" 'john lennon vs bill oreilly',\n",
+ " 'john wesley harding',\n",
" 'johnny b goode',\n",
+ " 'jump on top of me',\n",
" 'junk',\n",
" 'just a rumour',\n",
" 'just a rumour speech',\n",
" 'kansas city',\n",
" 'keep strong',\n",
" 'keep your hands off my baby',\n",
+ " 'keith richards introduction of the who',\n",
+ " 'keys to your love',\n",
" 'kid a tracklist album cover',\n",
" 'killer cars',\n",
" 'komm gib mir deine hand',\n",
+ " 'ladies and gentlemen the rolling stones',\n",
+ " 'lady jane',\n",
" 'ladytron',\n",
" 'leave my kitten alone',\n",
" 'lend me your comb',\n",
+ " 'let it loose',\n",
+ " 'let it rock',\n",
" 'lets dance',\n",
" 'lewis mistreated',\n",
" 'lift',\n",
" 'like dreamers do',\n",
+ " 'linda lu',\n",
+ " 'little queenie',\n",
+ " 'little t a',\n",
" 'lonesome tears in my eyes',\n",
+ " 'long long while',\n",
+ " 'look what youve done',\n",
+ " 'looking tired',\n",
+ " 'losing my touch',\n",
" 'love',\n",
" 'love of the loved',\n",
" 'love these goon shows',\n",
" 'lozenge of love',\n",
" 'lucille',\n",
" 'lull',\n",
+ " 'luxury',\n",
" 'mailman bring me no more blues',\n",
+ " 'mannish boy',\n",
" 'manowar',\n",
" 'mantua',\n",
" 'maquiladora',\n",
" 'matchbox',\n",
" 'medley kansas cityhey hey hey hey',\n",
" 'medley rip it up shake rattle and roll blue suede shoes',\n",
+ " 'meet me in the bottom',\n",
" 'meeting in the aisle',\n",
" 'melatonin',\n",
+ " 'melody',\n",
+ " 'memo from turner',\n",
+ " 'memory motel',\n",
" 'memphis',\n",
" 'memphis tennessee',\n",
+ " 'mercy mercy',\n",
+ " 'mick jaggers and john lennons introduction of the dirty mac',\n",
+ " 'mick jaggers introduction of rock roll circus',\n",
+ " 'mick jaggers introduction to jethro tull',\n",
" 'million dollar question',\n",
+ " 'miss amanda jones',\n",
+ " 'miss you dr dre remix 2002',\n",
" 'missing links bootleg',\n",
" 'molasses',\n",
+ " 'mona',\n",
+ " 'money',\n",
" 'moonlight',\n",
" 'moonlight bay',\n",
+ " 'moonlight mile',\n",
+ " 'mothers little helper',\n",
" 'movie medley',\n",
" 'mr b',\n",
" 'my bonnie',\n",
" 'my bonnie english intro',\n",
" 'my bonnie german intro',\n",
+ " 'my girl',\n",
+ " 'my obsession',\n",
+ " 'no expectations',\n",
" 'no reply demo',\n",
" 'nobody does it better',\n",
" 'nobodys child',\n",
" 'not guilty',\n",
" 'nothin shakin',\n",
" 'nothin shakin but the leaves on the trees',\n",
+ " 'nothing from nothing',\n",
" 'nothing touches me',\n",
+ " 'oh baby we got a good thing goin',\n",
" 'old brown shoe',\n",
" 'on the beach',\n",
+ " 'on with the show',\n",
" 'one and one is two',\n",
+ " 'one more shot',\n",
+ " 'one more try',\n",
" 'ooh my arms',\n",
" 'ooh my arms speech',\n",
" 'ooh my soul',\n",
" 'open pick',\n",
+ " 'out of time',\n",
" 'packt like sardines in a crushd tin box',\n",
+ " 'paint it blacker',\n",
" 'palo alto',\n",
" 'pantomime everywhere its christmas',\n",
+ " 'parachute woman',\n",
+ " 'pass the wine sophia loren',\n",
+ " 'pay your dues',\n",
" 'pearly',\n",
" 'pedro the fisherman',\n",
" 'permanent daylight',\n",
+ " 'petrol gang',\n",
" 'phillipa chicken',\n",
+ " 'play with fire',\n",
+ " 'please go home',\n",
+ " 'plundered my soul',\n",
+ " 'poison ivy',\n",
" 'polyethylene parts 1 2',\n",
" 'pop is dead',\n",
+ " 'prodigal son',\n",
" 'punchdrunk lovesick singalong',\n",
" 'rain',\n",
+ " 'rain fall down william remix',\n",
" 'ready teddy',\n",
" 'real love',\n",
+ " 'reelin and rockin',\n",
" 'reminiscing',\n",
" 'revolution',\n",
" 'revolution i',\n",
" 'rhinestone cowboy',\n",
+ " 'ride on baby',\n",
" 'riding on a bus',\n",
" 'rip it up medley',\n",
+ " 'road runner',\n",
" 'ruby baby',\n",
+ " 'sad day',\n",
" 'saints',\n",
" 'saints when the saints go marching in',\n",
+ " 'salt of the earth',\n",
" 'searchin',\n",
" 'september in the rain',\n",
" 'set fire to that lot',\n",
" 'sgt peppers lonely hearts club band reprise',\n",
" 'sha la la la la',\n",
" 'shake rattle and roll',\n",
+ " 'shake your hips',\n",
+ " 'she said yeah',\n",
+ " 'she smiled sweetly',\n",
+ " 'shes a rainbow',\n",
+ " 'short and curlies',\n",
" 'shout',\n",
" 'sie liebt dich',\n",
+ " 'silver train',\n",
" 'sing a song for you',\n",
+ " 'sing this all together',\n",
+ " 'sing this all together see what happens',\n",
" 'sinking ship',\n",
+ " 'sister morphine',\n",
+ " 'sittin on a fence',\n",
+ " 'sleepy city',\n",
" 'slow down',\n",
+ " 'so divine aladdin story',\n",
" 'so how come no one loves me',\n",
" 'soldier of love',\n",
" 'some other guy',\n",
+ " 'some things just stick in your mind',\n",
" 'somebody else',\n",
" 'someone else',\n",
+ " 'something happened to me yesterday',\n",
" 'something with blue jay way transition',\n",
" 'somewhere',\n",
+ " 'soul survivor',\n",
" 'sour milk sea',\n",
" 'spectre',\n",
" 'staircase',\n",
" 'stand by me',\n",
+ " 'star star',\n",
+ " 'stealing my heart',\n",
" 'step inside love',\n",
" 'step inside love los paranoias',\n",
+ " 'still a fool',\n",
+ " 'stoned',\n",
+ " 'stop breaking down',\n",
" 'stranger in my arms',\n",
" 'strawberry fields forever take 1',\n",
" 'strawberry fields forever take 7 edit piece',\n",
+ " 'stray cat blues',\n",
+ " 'stuck out all alone',\n",
" 'stupid car',\n",
+ " 'stupid girl',\n",
+ " 'summertime blues',\n",
" 'supercollider',\n",
" 'sure to fall',\n",
" 'sure to fall in love with you',\n",
+ " 'surprise surprise',\n",
+ " 'susie q',\n",
" 'suzy parker',\n",
" 'swanee river',\n",
+ " 'sway',\n",
+ " 'sweet black angel',\n",
" 'sweet georgia brown',\n",
" 'sweet little sixteen',\n",
+ " 'sympathy for the devil fatboy slim remix',\n",
+ " 'sympathy for the devil the neptunes remix',\n",
" 'take good care of my baby',\n",
+ " 'take it or leave it',\n",
" 'talk show host',\n",
+ " 'talkin about you',\n",
" 'teddy boy',\n",
+ " 'tell me',\n",
+ " 'tell me baby how many times',\n",
" 'tell me why ep',\n",
+ " 'tell me youre coming back',\n",
" 'thank you girl',\n",
+ " 'that girl belongs to yesterday',\n",
" 'that means a lot',\n",
" 'thatll be the day',\n",
" 'thats alright mama',\n",
" 'the fool on the hill demo',\n",
" 'the fool on the hill take 4',\n",
" 'the happy rishikesh song',\n",
+ " 'the harder they come',\n",
" 'the hippy hippy shake',\n",
" 'the honeymoon song',\n",
" 'the inner light',\n",
+ " 'the lantern',\n",
" 'the new generation',\n",
+ " 'the rocky road to dublin',\n",
" 'the sheik of araby',\n",
+ " 'the singer not the song',\n",
+ " 'the storm',\n",
" 'the thief',\n",
" 'the trickster',\n",
+ " 'the under assistant west coast promotion man',\n",
" 'these are my twisted words',\n",
+ " 'think',\n",
" 'this boy',\n",
" 'three cool cats',\n",
+ " 'through the lonely nights',\n",
+ " 'till the next goodbye',\n",
+ " 'time waits for no one',\n",
+ " 'title 5',\n",
" 'to be a brilliant light',\n",
" 'to know her is to love her',\n",
" 'too much monkey business',\n",
+ " 'torn and frayed',\n",
" 'transatlantic drawl',\n",
+ " 'travellin man',\n",
+ " 'try a little harder',\n",
+ " 'turd on the run',\n",
+ " 'under the board walk',\n",
" 'union city blue',\n",
" 'untogether',\n",
" 'upside down',\n",
+ " 'ventilator blues',\n",
+ " 'wake up in the morning',\n",
+ " 'walking the dog',\n",
+ " 'walking through the sleepy city',\n",
" 'watching rainbows',\n",
+ " 'we are wasting time',\n",
+ " 'we love you',\n",
+ " 'we want the stones',\n",
+ " 'were wastin time',\n",
+ " 'what a shame',\n",
" 'what goes on girl',\n",
" 'what is it that you say',\n",
" 'what is that you say',\n",
+ " 'what to do',\n",
" 'whatd i say',\n",
" 'whats the new mary jane',\n",
" 'when im sixtyfour',\n",
" 'when the saints go marchin in',\n",
+ " 'who am i',\n",
+ " 'whos been sleeping here',\n",
+ " 'whos driving your plane',\n",
" 'why',\n",
" 'wicked child',\n",
+ " 'winter',\n",
+ " 'wish i never met you',\n",
" 'wish you were here',\n",
" 'within you without youtomorrow never knows',\n",
" 'wonderwall',\n",
" 'ya ya',\n",
" 'yes i am',\n",
" 'yes it is',\n",
+ " 'yesterdays papers',\n",
+ " 'you better move on',\n",
+ " 'you can make it if you try',\n",
+ " 'you cant catch me',\n",
+ " 'you gotta move',\n",
" 'you know my name',\n",
" 'you know my name look up the number',\n",
" 'you know what to do',\n",
" 'yove got to hide your love away'}"
]
},
- "execution_count": 135,
+ "execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 453,
+ "execution_count": 55,
"metadata": {
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},
{
"data": {
"text/plain": [
- "<pymongo.results.UpdateResult at 0xab71c734>"
+ "<pymongo.results.UpdateResult at 0x7f2d72e83090>"
]
},
- "execution_count": 453,
+ "execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 454,
+ "execution_count": 56,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "(306, 293, 41)"
+ "(494, 554, 52)"
]
},
- "execution_count": 454,
+ "execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 455,
+ "execution_count": 57,
"metadata": {
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},
},
{
"cell_type": "code",
- "execution_count": 456,
+ "execution_count": 58,
"metadata": {
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"scrolled": true
},
{
"cell_type": "code",
- "execution_count": 173,
+ "execution_count": 59,
"metadata": {
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{
"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', 'preview_url', 'external_ids', 'duration_ms', 'disc_number', 'track_number', 'album_id', 'href', 'album', 'original_lyrics', 'explicit', 'artist_name', 'lyrics', 'lyrical_density', 'name', 'artist_id', 'type', 'artists', 'external_urls', 'available_markets', 'id', '_id', 'uri', 'popularity', 'ctitle'])"
]
},
- "execution_count": 173,
+ "execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 214,
+ "execution_count": 60,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "{'_id': '2ucFulEWapRAmTn7l6f5Q7',\n",
- " 'acousticness': 0.425,\n",
+ "{'_id': '3u06WsJ1KtvEqmmmZqy76J',\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",
+ " 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/22bE4uQ6baNwSHPVcDxLCe'},\n",
+ " 'href': 'https://api.spotify.com/v1/artists/22bE4uQ6baNwSHPVcDxLCe',\n",
+ " 'id': '22bE4uQ6baNwSHPVcDxLCe',\n",
+ " 'name': 'The Rolling Stones',\n",
" 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
+ " 'uri': 'spotify:artist:22bE4uQ6baNwSHPVcDxLCe'}],\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",
" 'ID',\n",
" 'IE',\n",
" 'IS',\n",
- " 'IT',\n",
" 'JP',\n",
" 'LI',\n",
" 'LT',\n",
" 'SK',\n",
" 'SV',\n",
" 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/album/03Qh833fEdVT30Pfs93ea6'},\n",
- " 'href': 'https://api.spotify.com/v1/albums/03Qh833fEdVT30Pfs93ea6',\n",
- " 'id': '03Qh833fEdVT30Pfs93ea6',\n",
+ " 'TW'],\n",
+ " 'external_urls': {'spotify': 'https://open.spotify.com/album/6FjXxl9VLURGuubdXUn2J3'},\n",
+ " 'href': 'https://api.spotify.com/v1/albums/6FjXxl9VLURGuubdXUn2J3',\n",
+ " 'id': '6FjXxl9VLURGuubdXUn2J3',\n",
" 'images': [{'height': 640,\n",
- " 'url': 'https://i.scdn.co/image/d6028aea974c75961cb9cdc2263f5d8a8a6582bd',\n",
+ " 'url': 'https://i.scdn.co/image/adcf79a6adae4e1a44d0e34860cc103e28ee4372',\n",
" 'width': 640},\n",
" {'height': 300,\n",
- " 'url': 'https://i.scdn.co/image/adebae7bf6a4a441bc6a5a17ca840f77df6ed3b9',\n",
+ " 'url': 'https://i.scdn.co/image/e15ffec01bd7c4e902d2b0c94ba270f45ca63d00',\n",
" 'width': 300},\n",
" {'height': 64,\n",
- " 'url': 'https://i.scdn.co/image/3b0ddfadf13b9f3e74da93fcb21e4183a4d9fcc8',\n",
+ " 'url': 'https://i.scdn.co/image/be6aeb6d09c0ceca229dcfa236deda3bbd6e9015',\n",
" 'width': 64}],\n",
- " 'name': 'The Beatles (Remastered)',\n",
+ " 'name': 'Some Girls (Deluxe Version)',\n",
" 'type': 'album',\n",
- " 'uri': 'spotify:album:03Qh833fEdVT30Pfs93ea6'},\n",
- " 'analysis_url': 'https://api.spotify.com/v1/audio-analysis/2ucFulEWapRAmTn7l6f5Q7',\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",
+ " 'uri': 'spotify:album:6FjXxl9VLURGuubdXUn2J3'},\n",
+ " 'album_id': '6FjXxl9VLURGuubdXUn2J3',\n",
+ " 'artist_id': '22bE4uQ6baNwSHPVcDxLCe',\n",
+ " 'artist_name': 'The Rolling Stones',\n",
+ " 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/22bE4uQ6baNwSHPVcDxLCe'},\n",
+ " 'href': 'https://api.spotify.com/v1/artists/22bE4uQ6baNwSHPVcDxLCe',\n",
+ " 'id': '22bE4uQ6baNwSHPVcDxLCe',\n",
+ " 'name': 'The Rolling Stones',\n",
" 'type': 'artist',\n",
- " 'uri': 'spotify:artist:3WrFJ7ztbogyGnTHbHJFl2'}],\n",
+ " 'uri': 'spotify:artist:22bE4uQ6baNwSHPVcDxLCe'}],\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",
" 'ID',\n",
" 'IE',\n",
" 'IS',\n",
- " 'IT',\n",
" 'JP',\n",
" 'LI',\n",
" 'LT',\n",
" 'SK',\n",
" 'SV',\n",
" 'TR',\n",
- " 'TW',\n",
- " 'UY'],\n",
- " 'ctitle': 'wild honey pie',\n",
- " 'danceability': 0.792,\n",
- " 'disc_number': 1,\n",
- " 'duration_ms': 52973,\n",
- " 'energy': 0.763,\n",
+ " 'TW'],\n",
+ " 'ctitle': 'you win again',\n",
+ " 'disc_number': 2,\n",
+ " 'duration_ms': 180280,\n",
" 'explicit': False,\n",
- " 'external_ids': {'isrc': 'GBAYE0601648'},\n",
- " 'external_urls': {'spotify': 'https://open.spotify.com/track/2ucFulEWapRAmTn7l6f5Q7'},\n",
- " 'href': 'https://api.spotify.com/v1/tracks/2ucFulEWapRAmTn7l6f5Q7',\n",
- " 'id': '2ucFulEWapRAmTn7l6f5Q7',\n",
- " 'instrumentalness': 0.627,\n",
- " 'key': 2,\n",
- " 'liveness': 0.789,\n",
- " 'loudness': -11.185,\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",
- " 'preview_url': 'https://p.scdn.co/mp3-preview/ddebab4d5e87d46a499ce557405cfadf0330bd9c?cid=null',\n",
- " 'sentiment': {'label': 'pos',\n",
- " 'probability': {'neg': 0.39117763475308887,\n",
- " 'neutral': 0.18873615212514983,\n",
- " 'pos': 0.6088223652469111}},\n",
- " 'speechiness': 0.0506,\n",
- " 'tempo': 89.9,\n",
- " 'time_signature': 4,\n",
- " 'track_href': 'https://api.spotify.com/v1/tracks/2ucFulEWapRAmTn7l6f5Q7',\n",
- " 'track_number': 5,\n",
- " 'type': 'audio_features',\n",
- " 'uri': 'spotify:track:2ucFulEWapRAmTn7l6f5Q7',\n",
- " 'valence': 0.153}"
+ " 'external_ids': {'isrc': 'GBUM71109053'},\n",
+ " 'external_urls': {'spotify': 'https://open.spotify.com/track/3u06WsJ1KtvEqmmmZqy76J'},\n",
+ " 'href': 'https://api.spotify.com/v1/tracks/3u06WsJ1KtvEqmmmZqy76J',\n",
+ " 'id': '3u06WsJ1KtvEqmmmZqy76J',\n",
+ " 'lyrical_density': 0.4603949412025738,\n",
+ " 'lyrics': \"the news is out all over town that you've been seen out runnin' around i know that i should leave but then i just can't go you win again this heart of mine could never see what everybody knows but me just trusting in you was my great sin what can i do? you win again yes, this heart of mine could never see what everybody knows but me just trusting you was my great sin what can i do? you win again\",\n",
+ " 'name': 'You Win Again',\n",
+ " 'original_lyrics': \"\\n\\nThe news is out all over town\\nThat you've been seen out runnin' around\\nI know that I should leave but then\\nI just can't go\\nYou win again\\nThis heart of mine could never see\\nWhat everybody knows but me\\nJust trusting in you was my great sin\\nWhat can I do?\\nYou win again\\nYes, this heart of mine could never see\\nWhat everybody knows but me\\nJust trusting you was my great sin\\nWhat can I do?\\nYou win again\\n\\n\",\n",
+ " 'popularity': 17,\n",
+ " 'preview_url': 'https://p.scdn.co/mp3-preview/21de20d8795c3d60a6814064c73e763357fd2fb8?cid=null',\n",
+ " 'sentiment': {'label': 'neg',\n",
+ " 'probability': {'neg': 0.6893093993296692,\n",
+ " 'neutral': 0.178805966723781,\n",
+ " 'pos': 0.31069060067033083}},\n",
+ " 'track_number': 11,\n",
+ " 'type': 'track',\n",
+ " 'uri': 'spotify:track:3u06WsJ1KtvEqmmmZqy76J'}"
]
},
- "execution_count": 214,
+ "execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 197,
+ "execution_count": 61,
"metadata": {
"collapsed": false
},
" <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>0</th>\n",
- " <td>1AVrv7FD10FoKW38oBiKRg</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Bloom (Blawan Rmx)</td>\n",
- " <td>0.0325</td>\n",
+ " <td>0B5CEdw4WBs91yn444ZP27</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Street Fighting Man - Live</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
- " <td>4rkGGQEqxHIXVJ4oXjOHgF</td>\n",
- " <td>George Martin</td>\n",
- " <td>Sea Of Holes - Remastered 2009</td>\n",
- " <td>0.0352</td>\n",
+ " <td>7FagS2T3y5XwDpYvyHfvmc</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Jumpin' Jack Flash - Live</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
- " <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
- " <td>Radiohead</td>\n",
- " <td>True Love Waits</td>\n",
- " <td>0.0378</td>\n",
+ " <td>4HKaTAMIXT88muGU1JN9lI</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>I Go Wild - Live</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
- " <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
- " <td>Radiohead</td>\n",
- " <td>We Suck Young Blood</td>\n",
- " <td>0.0378</td>\n",
+ " <td>1jgefM2ZP7RnPVShhy1eUM</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Not Fade Away - Live</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
- " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Blue Jay Way - Remastered 2009</td>\n",
- " <td>0.0380</td>\n",
+ " <td>74tlMxJ8wF0sNp93GBEPdK</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Honky Tonk Women - Live</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
- " <td>66Pyms4pYaHEcPHZ7DdMbE</td>\n",
- " <td>Radiohead</td>\n",
- " <td>TKOL (Altrice Rmx)</td>\n",
- " <td>0.0383</td>\n",
+ " <td>3u06WsJ1KtvEqmmmZqy76J</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>You Win Again</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
- " <td>3gKuywOm38axM8sJGq6Laq</td>\n",
- " <td>Radiohead</td>\n",
- " <td>MK 1</td>\n",
- " <td>0.0391</td>\n",
+ " <td>7jZX0QSP4YClL1smfBt1yl</td>\n",
+ " <td>George Martin</td>\n",
+ " <td>Sea Of Time - Remastered 2009</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
- " <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
- " <td>Radiohead</td>\n",
- " <td>The Tourist</td>\n",
- " <td>0.0400</td>\n",
+ " <td>4rkGGQEqxHIXVJ4oXjOHgF</td>\n",
+ " <td>George Martin</td>\n",
+ " <td>Sea Of Holes - Remastered 2009</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
- " <td>0tKuiKb2mazZYdA6fPP7kI</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Good Evening Mrs Magpie (Modeselektor RMX)</td>\n",
- " <td>0.0413</td>\n",
+ " <td>2PbwmAMaxIBIWis8XLViat</td>\n",
+ " <td>George Martin</td>\n",
+ " <td>Sea Of Monsters - Remastered 2009</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
- " <td>2PbwmAMaxIBIWis8XLViat</td>\n",
+ " <td>7M0HjPZ5KZMik1FYHOU6sR</td>\n",
" <td>George Martin</td>\n",
- " <td>Sea Of Monsters - Remastered 2009</td>\n",
- " <td>0.0422</td>\n",
+ " <td>March Of The Meanies - Remastered 2009</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
- " <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Motion Picture Soundtrack</td>\n",
- " <td>0.0425</td>\n",
+ " <td>49JPfRfsAfjWYRN6lbC3my</td>\n",
+ " <td>George Martin</td>\n",
+ " <td>Pepperland Laid Waste - Remastered 2009</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
- " <td>2uYSbsxAMmK1awUl06T7ix</td>\n",
- " <td>Radiohead</td>\n",
- " <td>MK 2</td>\n",
- " <td>0.0437</td>\n",
+ " <td>47DgFAFnhfwoSko23P7pz5</td>\n",
+ " <td>George Martin</td>\n",
+ " <td>Yellow Submarine In Pepperland - Remastered 2009</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
- " <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Go Slowly</td>\n",
- " <td>0.0453</td>\n",
+ " <td>72StxiucOrubnIMjrUd0Wr</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Little T&A - 2009 Re-Mastered Digital Version</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
- " <td>5olWalQH1oVza5D6xJg4oX</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Sail To The Moon</td>\n",
- " <td>0.0458</td>\n",
+ " <td>6enjRsW81z7K8zk7XIGIiz</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Slave - 2009 Re-Mastered Digital Version</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
- " <td>49JPfRfsAfjWYRN6lbC3my</td>\n",
- " <td>George Martin</td>\n",
- " <td>Pepperland Laid Waste - Remastered 2009</td>\n",
- " <td>0.0459</td>\n",
+ " <td>6HazgW4PjOxihpQPAAnLya</td>\n",
+ " <td>Jimi Hendrix</td>\n",
+ " <td>Outro - Star Spangled Banner - Live - 2009 Re-...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
- " <td>3uxhyRdWVXp7GQvERQl6fA</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Videotape</td>\n",
- " <td>0.0468</td>\n",
+ " <td>1oluhsJUDe1uAVGwfsFpfg</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Key To The Highway - Piano Instrumental/Remast...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
- " <td>29yXMFKIrY1fFY4DYBVZCu</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Life In a Glasshouse</td>\n",
- " <td>0.0516</td>\n",
+ " <td>5yneY9DxScLNVshnxdOLLl</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Key To The Highway - Piano Instrumental</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
- " <td>3cual6JOG286qZJmCxKRAT</td>\n",
+ " <td>5hfzW7LG97Hxv62HHUKgaj</td>\n",
" <td>Radiohead</td>\n",
- " <td>Tinker Tailor Soldier Sailor Rich Man Poor Man...</td>\n",
- " <td>0.0517</td>\n",
+ " <td>Lotus Flower (Jacques Greene Rmx)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
- " <td>6f6pEjgfTtuRROmJ4a7Gf3</td>\n",
+ " <td>64lecUR19lBSu317AzVZv3</td>\n",
" <td>Radiohead</td>\n",
- " <td>The Numbers</td>\n",
- " <td>0.0545</td>\n",
+ " <td>Morning Mr Magpie (Nathan Fake Rmx)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
- " <td>0agoaPIy92gPZ6zRhqXarE</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Tomorrow Never Knows - Remastered 2009</td>\n",
- " <td>0.0556</td>\n",
+ " <td>1CxhtUbe1o2PeMM3l5Kch6</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>Bloom (Harmonic 313 Rmx)</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name \\\n",
- "0 1AVrv7FD10FoKW38oBiKRg Radiohead \n",
- "1 4rkGGQEqxHIXVJ4oXjOHgF George Martin \n",
- "2 01ZpFhrMMqKPVCwyqXneVp Radiohead \n",
- "3 53RYTfkLiyZuUZHwJC3Wmm Radiohead \n",
- "4 0ttMfoND7IQqFSMVOPkELC The Beatles \n",
- "5 66Pyms4pYaHEcPHZ7DdMbE Radiohead \n",
- "6 3gKuywOm38axM8sJGq6Laq Radiohead \n",
- "7 75YUnz58ajMo2VIIuUFvOV Radiohead \n",
- "8 0tKuiKb2mazZYdA6fPP7kI Radiohead \n",
- "9 2PbwmAMaxIBIWis8XLViat George Martin \n",
- "10 0COiZ7ncho2yi4HotbzgPv Radiohead \n",
- "11 2uYSbsxAMmK1awUl06T7ix Radiohead \n",
- "12 4gq2bc2770XvbJdEtfUbmw Radiohead \n",
- "13 5olWalQH1oVza5D6xJg4oX Radiohead \n",
- "14 49JPfRfsAfjWYRN6lbC3my George Martin \n",
- "15 3uxhyRdWVXp7GQvERQl6fA Radiohead \n",
- "16 29yXMFKIrY1fFY4DYBVZCu Radiohead \n",
- "17 3cual6JOG286qZJmCxKRAT Radiohead \n",
- "18 6f6pEjgfTtuRROmJ4a7Gf3 Radiohead \n",
- "19 0agoaPIy92gPZ6zRhqXarE The Beatles \n",
+ " _id artist_name \\\n",
+ "0 0B5CEdw4WBs91yn444ZP27 The Rolling Stones \n",
+ "1 7FagS2T3y5XwDpYvyHfvmc The Rolling Stones \n",
+ "2 4HKaTAMIXT88muGU1JN9lI The Rolling Stones \n",
+ "3 1jgefM2ZP7RnPVShhy1eUM The Rolling Stones \n",
+ "4 74tlMxJ8wF0sNp93GBEPdK The Rolling Stones \n",
+ "5 3u06WsJ1KtvEqmmmZqy76J The Rolling Stones \n",
+ "6 7jZX0QSP4YClL1smfBt1yl George Martin \n",
+ "7 4rkGGQEqxHIXVJ4oXjOHgF George Martin \n",
+ "8 2PbwmAMaxIBIWis8XLViat George Martin \n",
+ "9 7M0HjPZ5KZMik1FYHOU6sR George Martin \n",
+ "10 49JPfRfsAfjWYRN6lbC3my George Martin \n",
+ "11 47DgFAFnhfwoSko23P7pz5 George Martin \n",
+ "12 72StxiucOrubnIMjrUd0Wr The Rolling Stones \n",
+ "13 6enjRsW81z7K8zk7XIGIiz The Rolling Stones \n",
+ "14 6HazgW4PjOxihpQPAAnLya Jimi Hendrix \n",
+ "15 1oluhsJUDe1uAVGwfsFpfg The Rolling Stones \n",
+ "16 5yneY9DxScLNVshnxdOLLl The Rolling Stones \n",
+ "17 5hfzW7LG97Hxv62HHUKgaj Radiohead \n",
+ "18 64lecUR19lBSu317AzVZv3 Radiohead \n",
+ "19 1CxhtUbe1o2PeMM3l5Kch6 Radiohead \n",
"\n",
- " name valence \n",
- "0 Bloom (Blawan Rmx) 0.0325 \n",
- "1 Sea Of Holes - Remastered 2009 0.0352 \n",
- "2 True Love Waits 0.0378 \n",
- "3 We Suck Young Blood 0.0378 \n",
- "4 Blue Jay Way - Remastered 2009 0.0380 \n",
- "5 TKOL (Altrice Rmx) 0.0383 \n",
- "6 MK 1 0.0391 \n",
- "7 The Tourist 0.0400 \n",
- "8 Good Evening Mrs Magpie (Modeselektor RMX) 0.0413 \n",
- "9 Sea Of Monsters - Remastered 2009 0.0422 \n",
- "10 Motion Picture Soundtrack 0.0425 \n",
- "11 MK 2 0.0437 \n",
- "12 Go Slowly 0.0453 \n",
- "13 Sail To The Moon 0.0458 \n",
- "14 Pepperland Laid Waste - Remastered 2009 0.0459 \n",
- "15 Videotape 0.0468 \n",
- "16 Life In a Glasshouse 0.0516 \n",
- "17 Tinker Tailor Soldier Sailor Rich Man Poor Man... 0.0517 \n",
- "18 The Numbers 0.0545 \n",
- "19 Tomorrow Never Knows - Remastered 2009 0.0556 "
+ " name \n",
+ "0 Street Fighting Man - Live \n",
+ "1 Jumpin' Jack Flash - Live \n",
+ "2 I Go Wild - Live \n",
+ "3 Not Fade Away - Live \n",
+ "4 Honky Tonk Women - Live \n",
+ "5 You Win Again \n",
+ "6 Sea Of Time - Remastered 2009 \n",
+ "7 Sea Of Holes - Remastered 2009 \n",
+ "8 Sea Of Monsters - Remastered 2009 \n",
+ "9 March Of The Meanies - Remastered 2009 \n",
+ "10 Pepperland Laid Waste - Remastered 2009 \n",
+ "11 Yellow Submarine In Pepperland - Remastered 2009 \n",
+ "12 Little T&A - 2009 Re-Mastered Digital Version \n",
+ "13 Slave - 2009 Re-Mastered Digital Version \n",
+ "14 Outro - Star Spangled Banner - Live - 2009 Re-... \n",
+ "15 Key To The Highway - Piano Instrumental/Remast... \n",
+ "16 Key To The Highway - Piano Instrumental \n",
+ "17 Lotus Flower (Jacques Greene Rmx) \n",
+ "18 Morning Mr Magpie (Nathan Fake Rmx) \n",
+ "19 Bloom (Harmonic 313 Rmx) "
]
},
- "execution_count": 197,
+ "execution_count": 61,
"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": 62,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>83</th>\n",
- " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
+ " <th>0</th>\n",
+ " <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
" <td>The Beatles</td>\n",
- " <td>Blue Jay Way - Remastered 2009</td>\n",
- " <td>0.0380</td>\n",
+ " <td>Wild Honey Pie - Remastered 2009</td>\n",
+ " <td>0.153</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>180</th>\n",
- " <td>0agoaPIy92gPZ6zRhqXarE</td>\n",
+ " <th>66</th>\n",
+ " <td>4cLoL5KPfE1hAwfsO84FX7</td>\n",
" <td>The Beatles</td>\n",
- " <td>Tomorrow Never Knows - Remastered 2009</td>\n",
- " <td>0.0556</td>\n",
+ " <td>Because - Remastered 2009</td>\n",
+ " <td>0.162</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>228</th>\n",
- " <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
+ " <th>44</th>\n",
+ " <td>7iABnSNZciNepqGtjMQxxd</td>\n",
" <td>The Beatles</td>\n",
- " <td>Revolution 9 - Remastered 2009</td>\n",
- " <td>0.0963</td>\n",
+ " <td>Come Together - Remastered 2015</td>\n",
+ " <td>0.178</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>207</th>\n",
- " <td>27YZJHyTTDIurMqDu1v2ef</td>\n",
+ " <th>59</th>\n",
+ " <td>0MKqeOVdZcUFGJvWpGCKbG</td>\n",
" <td>The Beatles</td>\n",
- " <td>Long, Long, Long - Remastered 2009</td>\n",
- " <td>0.1350</td>\n",
+ " <td>Come Together - Remastered 2009</td>\n",
+ " <td>0.179</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>0</th>\n",
- " <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
+ " <th>68</th>\n",
+ " <td>3jPXnX4SskFgAcC4YBKOwN</td>\n",
" <td>The Beatles</td>\n",
- " <td>Wild Honey Pie - Remastered 2009</td>\n",
- " <td>0.1530</td>\n",
+ " <td>Sun King - Remastered 2009</td>\n",
+ " <td>0.197</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>196</th>\n",
- " <td>4cLoL5KPfE1hAwfsO84FX7</td>\n",
+ " <th>74</th>\n",
+ " <td>0SAqxgrtLO0GzXBeilxHQs</td>\n",
" <td>The Beatles</td>\n",
- " <td>Because - Remastered 2009</td>\n",
- " <td>0.1620</td>\n",
+ " <td>The End - Remastered 2009</td>\n",
+ " <td>0.207</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>103</th>\n",
- " <td>3ZFBeIyP41HhnALjxWy1pR</td>\n",
+ " <th>41</th>\n",
+ " <td>4ajbplh2IXiJkXjQiq5aqq</td>\n",
" <td>The Beatles</td>\n",
- " <td>A Day In The Life - Remastered 2009</td>\n",
- " <td>0.1620</td>\n",
+ " <td>Get Back - Remastered 2015</td>\n",
+ " <td>0.212</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>36</th>\n",
- " <td>7iABnSNZciNepqGtjMQxxd</td>\n",
+ " <th>67</th>\n",
+ " <td>71Ij3VBYQWMrng61Ae4tBu</td>\n",
" <td>The Beatles</td>\n",
- " <td>Come Together - Remastered 2015</td>\n",
- " <td>0.1780</td>\n",
+ " <td>You Never Give Me Your Money - Remastered 2009</td>\n",
+ " <td>0.226</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>48</th>\n",
- " <td>0MKqeOVdZcUFGJvWpGCKbG</td>\n",
+ " <th>1</th>\n",
+ " <td>2z1p43SNSbeowzy8WdYHNk</td>\n",
" <td>The Beatles</td>\n",
- " <td>Come Together - Remastered 2009</td>\n",
- " <td>0.1790</td>\n",
+ " <td>Flying - Remastered 2009</td>\n",
+ " <td>0.246</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>59</th>\n",
- " <td>4gUUfLOH38XYU5Q3b2K4Go</td>\n",
+ " <th>72</th>\n",
+ " <td>1llzkEveIzvSXmqqyh7AiB</td>\n",
" <td>The Beatles</td>\n",
- " <td>It's All Too Much - Remastered 2009</td>\n",
- " <td>0.1920</td>\n",
+ " <td>Golden Slumbers - Remastered 2009</td>\n",
+ " <td>0.250</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"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",
- "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",
+ " _id artist_name \\\n",
+ "0 2ucFulEWapRAmTn7l6f5Q7 The Beatles \n",
+ "66 4cLoL5KPfE1hAwfsO84FX7 The Beatles \n",
+ "44 7iABnSNZciNepqGtjMQxxd The Beatles \n",
+ "59 0MKqeOVdZcUFGJvWpGCKbG The Beatles \n",
+ "68 3jPXnX4SskFgAcC4YBKOwN The Beatles \n",
+ "74 0SAqxgrtLO0GzXBeilxHQs The Beatles \n",
+ "41 4ajbplh2IXiJkXjQiq5aqq The Beatles \n",
+ "67 71Ij3VBYQWMrng61Ae4tBu The Beatles \n",
+ "1 2z1p43SNSbeowzy8WdYHNk The Beatles \n",
+ "72 1llzkEveIzvSXmqqyh7AiB 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",
- "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 "
+ " name valence \n",
+ "0 Wild Honey Pie - Remastered 2009 0.153 \n",
+ "66 Because - Remastered 2009 0.162 \n",
+ "44 Come Together - Remastered 2015 0.178 \n",
+ "59 Come Together - Remastered 2009 0.179 \n",
+ "68 Sun King - Remastered 2009 0.197 \n",
+ "74 The End - Remastered 2009 0.207 \n",
+ "41 Get Back - Remastered 2015 0.212 \n",
+ "67 You Never Give Me Your Money - Remastered 2009 0.226 \n",
+ "1 Flying - Remastered 2009 0.246 \n",
+ "72 Golden Slumbers - Remastered 2009 0.250 "
]
},
- "execution_count": 458,
+ "execution_count": 62,
"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": 63,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0xab484dec>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f2d71d2fbe0>"
]
},
- "execution_count": 459,
+ "execution_count": 63,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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+ "image/png": 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"text/plain": [
- "<matplotlib.figure.Figure at 0xac15c28c>"
+ "<matplotlib.figure.Figure at 0x7f2d72847da0>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 460,
+ "execution_count": 65,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>14</th>\n",
- " <td>1AVrv7FD10FoKW38oBiKRg</td>\n",
+ " <th>20</th>\n",
+ " <td>3gKuywOm38axM8sJGq6Laq</td>\n",
" <td>Radiohead</td>\n",
- " <td>Bloom (Blawan Rmx)</td>\n",
- " <td>0.0325</td>\n",
+ " <td>MK 1</td>\n",
+ " <td>0.0391</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>131</th>\n",
- " <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
+ " <th>39</th>\n",
+ " <td>4DPQvbgSM0IdX4O3HOACwL</td>\n",
" <td>Radiohead</td>\n",
- " <td>We Suck Young Blood</td>\n",
- " <td>0.0378</td>\n",
+ " <td>Treefingers</td>\n",
+ " <td>0.0585</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>123</th>\n",
- " <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
+ " <th>37</th>\n",
+ " <td>2mvmuCtmmrERnm03ULdDye</td>\n",
" <td>Radiohead</td>\n",
- " <td>True Love Waits</td>\n",
- " <td>0.0378</td>\n",
+ " <td>Dollars & Cents</td>\n",
+ " <td>0.0943</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>13</th>\n",
- " <td>66Pyms4pYaHEcPHZ7DdMbE</td>\n",
+ " <th>1</th>\n",
+ " <td>6Unw1AAcpS1ZgZoRlj2jxA</td>\n",
" <td>Radiohead</td>\n",
- " <td>TKOL (Altrice Rmx)</td>\n",
- " <td>0.0383</td>\n",
+ " <td>Little By Little (Caribou Rmx)</td>\n",
+ " <td>0.1310</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>20</th>\n",
- " <td>3gKuywOm38axM8sJGq6Laq</td>\n",
+ " <th>122</th>\n",
+ " <td>05evePUsIT1cmIURp1hgu6</td>\n",
" <td>Radiohead</td>\n",
- " <td>MK 1</td>\n",
- " <td>0.0391</td>\n",
+ " <td>Planet Telex</td>\n",
+ " <td>0.2720</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>117</th>\n",
- " <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
+ " <th>29</th>\n",
+ " <td>3bk7mfQWZ0acgp0hXzYQKS</td>\n",
" <td>Radiohead</td>\n",
- " <td>The Tourist</td>\n",
- " <td>0.0400</td>\n",
+ " <td>The National Anthem (Live in France)</td>\n",
+ " <td>0.2870</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>15</th>\n",
- " <td>0tKuiKb2mazZYdA6fPP7kI</td>\n",
+ " <th>134</th>\n",
+ " <td>1MyqLTRhgyWPw7v107BEuI</td>\n",
" <td>Radiohead</td>\n",
- " <td>Good Evening Mrs Magpie (Modeselektor RMX)</td>\n",
- " <td>0.0413</td>\n",
+ " <td>You</td>\n",
+ " <td>0.3050</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>140</th>\n",
- " <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
+ " <th>22</th>\n",
+ " <td>3Y0ZPYdFsJ1ynQxpWZLNDj</td>\n",
" <td>Radiohead</td>\n",
- " <td>Motion Picture Soundtrack</td>\n",
- " <td>0.0425</td>\n",
+ " <td>2 + 2 = 5 (Live at Earls Court)</td>\n",
+ " <td>0.3430</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>21</th>\n",
- " <td>2uYSbsxAMmK1awUl06T7ix</td>\n",
+ " <th>78</th>\n",
+ " <td>37kUGdEJJ7NaMl5LFW4EA4</td>\n",
" <td>Radiohead</td>\n",
- " <td>MK 2</td>\n",
- " <td>0.0437</td>\n",
+ " <td>2 + 2 = 5</td>\n",
+ " <td>0.3650</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>143</th>\n",
- " <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
+ " <th>48</th>\n",
+ " <td>3pcCifdPTc2BbqmWpEhtUd</td>\n",
" <td>Radiohead</td>\n",
- " <td>Go Slowly</td>\n",
- " <td>0.0453</td>\n",
+ " <td>Burn the Witch</td>\n",
+ " <td>0.6250</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",
+ " _id artist_name name \\\n",
+ "20 3gKuywOm38axM8sJGq6Laq Radiohead MK 1 \n",
+ "39 4DPQvbgSM0IdX4O3HOACwL Radiohead Treefingers \n",
+ "37 2mvmuCtmmrERnm03ULdDye Radiohead Dollars & Cents \n",
+ "1 6Unw1AAcpS1ZgZoRlj2jxA Radiohead Little By Little (Caribou Rmx) \n",
+ "122 05evePUsIT1cmIURp1hgu6 Radiohead Planet Telex \n",
+ "29 3bk7mfQWZ0acgp0hXzYQKS Radiohead The National Anthem (Live in France) \n",
+ "134 1MyqLTRhgyWPw7v107BEuI Radiohead You \n",
+ "22 3Y0ZPYdFsJ1ynQxpWZLNDj Radiohead 2 + 2 = 5 (Live at Earls Court) \n",
+ "78 37kUGdEJJ7NaMl5LFW4EA4 Radiohead 2 + 2 = 5 \n",
+ "48 3pcCifdPTc2BbqmWpEhtUd Radiohead Burn the Witch \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 "
+ " valence \n",
+ "20 0.0391 \n",
+ "39 0.0585 \n",
+ "37 0.0943 \n",
+ "1 0.1310 \n",
+ "122 0.2720 \n",
+ "29 0.2870 \n",
+ "134 0.3050 \n",
+ "22 0.3430 \n",
+ "78 0.3650 \n",
+ "48 0.6250 "
]
},
- "execution_count": 460,
+ "execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 461,
+ "execution_count": 66,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0xab38d58c>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f2d71dc1550>"
]
},
- "execution_count": 461,
+ "execution_count": 66,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
- "<matplotlib.figure.Figure at 0xab35c70c>"
+ "<matplotlib.figure.Figure at 0x7f2d71d72470>"
]
},
"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": 67,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0xac0736ac>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f2d72af9860>"
]
},
- "execution_count": 462,
+ "execution_count": 67,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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"text/plain": [
- "<matplotlib.figure.Figure at 0xabfb7b8c>"
+ "<matplotlib.figure.Figure at 0x7f2d72afedd8>"
]
},
"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": 68,
"metadata": {
"collapsed": false,
"scrolled": true
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>67</th>\n",
- " <td>3VgxeWOGdUYvtX1j8C9VyV</td>\n",
- " <td>The Beatles</td>\n",
- " <td>I'm So Tired - Remastered 2009</td>\n",
- " <td>0.892489</td>\n",
- " <td>0.146302</td>\n",
- " <td>0.107511</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>0.882642</td>\n",
" <td>0.091819</td>\n",
" <td>0.117358</td>\n",
- " <td>0.4160</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>226</th>\n",
- " <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Revolution 9 - Remastered 2009</td>\n",
- " <td>0.873285</td>\n",
- " <td>0.172322</td>\n",
- " <td>0.126715</td>\n",
- " <td>0.0963</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>213</th>\n",
- " <td>3EbGioQyKyf4dycuiPOg3k</td>\n",
- " <td>The Beatles</td>\n",
- " <td>Everybody's Trying To Be My Baby - Remastered ...</td>\n",
- " <td>0.866985</td>\n",
- " <td>0.914332</td>\n",
- " <td>0.133015</td>\n",
- " <td>0.9370</td>\n",
+ " <td>0.416</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>0.866985</td>\n",
" <td>0.914332</td>\n",
" <td>0.133015</td>\n",
- " <td>0.6390</td>\n",
+ " <td>0.639</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>0.865737</td>\n",
" <td>0.158470</td>\n",
" <td>0.134263</td>\n",
- " <td>0.9040</td>\n",
+ " <td>0.904</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>63uskN0xLezVg4281wzeQn</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Yesterday - Remastered 2015</td>\n",
+ " <td>0.852156</td>\n",
+ " <td>0.132796</td>\n",
+ " <td>0.147844</td>\n",
+ " <td>0.348</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>60</th>\n",
+ " <td>59CLXQLZKxRPzMW8S8Gt9N</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>Oh! Darling - Remastered 2009</td>\n",
+ " <td>0.834624</td>\n",
+ " <td>0.237372</td>\n",
+ " <td>0.165376</td>\n",
+ " <td>0.518</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>78</th>\n",
+ " <td>69d54YOS8TOQiUYjX57XeA</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>A Hard Day's Night - Remastered 2009</td>\n",
+ " <td>0.833309</td>\n",
+ " <td>0.188705</td>\n",
+ " <td>0.166691</td>\n",
+ " <td>0.802</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>113</th>\n",
- " <td>3QbhVaulXxTyuAxHY3Pa5N</td>\n",
+ " <th>9</th>\n",
+ " <td>21nhooOxso7CCoHPE73w4L</td>\n",
" <td>The Beatles</td>\n",
- " <td>You Won't See Me - Remastered 2009</td>\n",
- " <td>0.864585</td>\n",
- " <td>0.247226</td>\n",
- " <td>0.135415</td>\n",
- " <td>0.4620</td>\n",
+ " <td>A Hard Day's Night - Live / Remastered</td>\n",
+ " <td>0.833309</td>\n",
+ " <td>0.188705</td>\n",
+ " <td>0.166691</td>\n",
+ " <td>0.635</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>149</th>\n",
- " <td>3Aqo28W4LLAolYpN3duVJl</td>\n",
+ " <th>23</th>\n",
+ " <td>0mNQUZEATk2uItMUtiLWK5</td>\n",
" <td>The Beatles</td>\n",
- " <td>I'll Cry Instead - Remastered 2009</td>\n",
- " <td>0.863772</td>\n",
- " <td>0.160516</td>\n",
- " <td>0.136228</td>\n",
- " <td>0.9610</td>\n",
+ " <td>A Hard Day's Night - Remastered 2015</td>\n",
+ " <td>0.833309</td>\n",
+ " <td>0.188705</td>\n",
+ " <td>0.166691</td>\n",
+ " <td>0.752</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>70</th>\n",
- " <td>3OSi8ehmSWLTD5KatlzX8r</td>\n",
+ " <th>36</th>\n",
+ " <td>0wFW5NQJdNDJPcZyfYSExx</td>\n",
" <td>The Beatles</td>\n",
- " <td>Don't Pass Me By - Remastered 2009</td>\n",
- " <td>0.857831</td>\n",
- " <td>0.120676</td>\n",
- " <td>0.142169</td>\n",
- " <td>0.9480</td>\n",
+ " <td>Hello, Goodbye - Remastered 2015</td>\n",
+ " <td>0.827139</td>\n",
+ " <td>0.163825</td>\n",
+ " <td>0.172861</td>\n",
+ " <td>0.654</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>104</th>\n",
- " <td>3wAOX1N5M0ta3QNsokmhJV</td>\n",
+ " <th>4</th>\n",
+ " <td>0GRplBEB2FWCKutwMmS6nY</td>\n",
" <td>The Beatles</td>\n",
- " <td>I'm Only Sleeping - Remastered 2009</td>\n",
- " <td>0.857651</td>\n",
- " <td>0.269800</td>\n",
- " <td>0.142349</td>\n",
- " <td>0.7000</td>\n",
+ " <td>Ticket To Ride - Live / Remastered</td>\n",
+ " <td>0.825439</td>\n",
+ " <td>0.124786</td>\n",
+ " <td>0.174561</td>\n",
+ " <td>0.405</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"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",
+ " _id artist_name \\\n",
+ "62 6gLmFcRwyQCQT23Df2Re9G The Beatles \n",
+ "16 79QDgDoBbS7pCrOjIH7ByA The Beatles \n",
+ "53 4311wT21Et0q3vepFwXjTu The Beatles \n",
+ "28 63uskN0xLezVg4281wzeQn The Beatles \n",
+ "60 59CLXQLZKxRPzMW8S8Gt9N The Beatles \n",
+ "78 69d54YOS8TOQiUYjX57XeA The Beatles \n",
+ "9 21nhooOxso7CCoHPE73w4L The Beatles \n",
+ "23 0mNQUZEATk2uItMUtiLWK5 The Beatles \n",
+ "36 0wFW5NQJdNDJPcZyfYSExx The Beatles \n",
+ "4 0GRplBEB2FWCKutwMmS6nY 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",
+ " name neg neutral \\\n",
+ "62 I Want You (She's So Heavy) - Remastered 2009 0.882642 0.091819 \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",
+ "28 Yesterday - Remastered 2015 0.852156 0.132796 \n",
+ "60 Oh! Darling - Remastered 2009 0.834624 0.237372 \n",
+ "78 A Hard Day's Night - Remastered 2009 0.833309 0.188705 \n",
+ "9 A Hard Day's Night - Live / Remastered 0.833309 0.188705 \n",
+ "23 A Hard Day's Night - Remastered 2015 0.833309 0.188705 \n",
+ "36 Hello, Goodbye - Remastered 2015 0.827139 0.163825 \n",
+ "4 Ticket To Ride - Live / Remastered 0.825439 0.124786 \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 "
+ " pos valence \n",
+ "62 0.117358 0.416 \n",
+ "16 0.133015 0.639 \n",
+ "53 0.134263 0.904 \n",
+ "28 0.147844 0.348 \n",
+ "60 0.165376 0.518 \n",
+ "78 0.166691 0.802 \n",
+ "9 0.166691 0.635 \n",
+ "23 0.166691 0.752 \n",
+ "36 0.172861 0.654 \n",
+ "4 0.174561 0.405 "
]
},
- "execution_count": 463,
+ "execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 464,
+ "execution_count": 69,
"metadata": {
"collapsed": false,
"scrolled": true
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>23</th>\n",
- " <td>11qDTSr3Dj4TkPnBcIOqEJ</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Vegetable</td>\n",
- " <td>0.883291</td>\n",
- " <td>0.170371</td>\n",
- " <td>0.116709</td>\n",
- " <td>0.399</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>60</th>\n",
- " <td>38WL6GlG9NHFiQS6JxV84r</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Myxomatosis</td>\n",
- " <td>0.864921</td>\n",
- " <td>0.261355</td>\n",
- " <td>0.135079</td>\n",
- " <td>0.560</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>19</th>\n",
- " <td>2zYmvi3w2T8a9Ckrv21bvW</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Stop Whispering</td>\n",
- " <td>0.855982</td>\n",
- " <td>0.188600</td>\n",
- " <td>0.144018</td>\n",
- " <td>0.279</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>87</th>\n",
- " <td>1w8QCSDH4QobcQeT4uMKLm</td>\n",
+ " <th>2</th>\n",
+ " <td>6dsq7Nt5mIFzvm5kIYNORy</td>\n",
" <td>Radiohead</td>\n",
- " <td>4 Minute Warning</td>\n",
- " <td>0.854820</td>\n",
- " <td>0.516574</td>\n",
- " <td>0.145180</td>\n",
- " <td>0.219</td>\n",
+ " <td>15 Step</td>\n",
+ " <td>0.835488</td>\n",
+ " <td>0.160928</td>\n",
+ " <td>0.164512</td>\n",
+ " <td>0.848</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>9</th>\n",
- " <td>3aDUSpF3LexOr1lFKvPV2h</td>\n",
+ " <th>6</th>\n",
+ " <td>1MyqLTRhgyWPw7v107BEuI</td>\n",
" <td>Radiohead</td>\n",
- " <td>The Bends</td>\n",
- " <td>0.854244</td>\n",
- " <td>0.533823</td>\n",
- " <td>0.145756</td>\n",
- " <td>0.315</td>\n",
+ " <td>You</td>\n",
+ " <td>0.688683</td>\n",
+ " <td>0.340676</td>\n",
+ " <td>0.311317</td>\n",
+ " <td>0.305</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>25</th>\n",
- " <td>48IEDejXX5LH8TAC3VIGpc</td>\n",
+ " <th>5</th>\n",
+ " <td>05evePUsIT1cmIURp1hgu6</td>\n",
" <td>Radiohead</td>\n",
- " <td>I Can't</td>\n",
- " <td>0.849730</td>\n",
- " <td>0.265375</td>\n",
- " <td>0.150270</td>\n",
- " <td>0.269</td>\n",
+ " <td>Planet Telex</td>\n",
+ " <td>0.646349</td>\n",
+ " <td>0.233964</td>\n",
+ " <td>0.353651</td>\n",
+ " <td>0.272</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>5</th>\n",
- " <td>3SVAN3BRByDmHOhKyIDxfC</td>\n",
+ " <th>4</th>\n",
+ " <td>3OsUjkcv1C1v5udFhgRSFg</td>\n",
" <td>Radiohead</td>\n",
- " <td>Karma Police</td>\n",
- " <td>0.846129</td>\n",
- " <td>0.100438</td>\n",
- " <td>0.153871</td>\n",
- " <td>0.311</td>\n",
+ " <td>Airbag</td>\n",
+ " <td>0.642348</td>\n",
+ " <td>0.919411</td>\n",
+ " <td>0.357652</td>\n",
+ " <td>0.642</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>14</th>\n",
- " <td>4dPKQxaraW6CG1rTBzV6DW</td>\n",
+ " <th>3</th>\n",
+ " <td>37kUGdEJJ7NaMl5LFW4EA4</td>\n",
" <td>Radiohead</td>\n",
- " <td>My Iron Lung</td>\n",
- " <td>0.845080</td>\n",
- " <td>0.190863</td>\n",
- " <td>0.154920</td>\n",
- " <td>0.643</td>\n",
+ " <td>2 + 2 = 5</td>\n",
+ " <td>0.637656</td>\n",
+ " <td>0.374924</td>\n",
+ " <td>0.362344</td>\n",
+ " <td>0.365</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>43</th>\n",
- " <td>5SdmtFbNOD7Qej6jFCHkOM</td>\n",
+ " <th>1</th>\n",
+ " <td>3pcCifdPTc2BbqmWpEhtUd</td>\n",
" <td>Radiohead</td>\n",
- " <td>Faust Arp</td>\n",
- " <td>0.838532</td>\n",
- " <td>0.167778</td>\n",
- " <td>0.161468</td>\n",
- " <td>0.224</td>\n",
+ " <td>Burn the Witch</td>\n",
+ " <td>0.582602</td>\n",
+ " <td>0.265249</td>\n",
+ " <td>0.417398</td>\n",
+ " <td>0.625</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>57</th>\n",
- " <td>77SPrxY5gn6VPrKPGrfLnM</td>\n",
+ " <th>0</th>\n",
+ " <td>0eECFDnWy0RdjMmJ8NOeAL</td>\n",
" <td>Radiohead</td>\n",
- " <td>There, There</td>\n",
- " <td>0.835541</td>\n",
- " <td>0.135951</td>\n",
- " <td>0.164459</td>\n",
- " <td>0.726</td>\n",
+ " <td>Feral</td>\n",
+ " <td>0.465216</td>\n",
+ " <td>0.167266</td>\n",
+ " <td>0.534784</td>\n",
+ " <td>0.751</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\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",
+ "2 6dsq7Nt5mIFzvm5kIYNORy Radiohead 15 Step 0.835488 0.160928 \n",
+ "6 1MyqLTRhgyWPw7v107BEuI Radiohead You 0.688683 0.340676 \n",
+ "5 05evePUsIT1cmIURp1hgu6 Radiohead Planet Telex 0.646349 0.233964 \n",
+ "4 3OsUjkcv1C1v5udFhgRSFg Radiohead Airbag 0.642348 0.919411 \n",
+ "3 37kUGdEJJ7NaMl5LFW4EA4 Radiohead 2 + 2 = 5 0.637656 0.374924 \n",
+ "1 3pcCifdPTc2BbqmWpEhtUd Radiohead Burn the Witch 0.582602 0.265249 \n",
+ "0 0eECFDnWy0RdjMmJ8NOeAL Radiohead Feral 0.465216 0.167266 \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",
+ "2 0.164512 0.848 \n",
+ "6 0.311317 0.305 \n",
+ "5 0.353651 0.272 \n",
+ "4 0.357652 0.642 \n",
+ "3 0.362344 0.365 \n",
+ "1 0.417398 0.625 \n",
+ "0 0.534784 0.751 "
]
},
- "execution_count": 464,
+ "execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 465,
+ "execution_count": 70,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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GWZm4MrTtZEcj9/sGyg7t7frJbvP4JQRi90K2XaHzO21fkqZu3a7rGW0RugXRuhhk2NFc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\nB1X10RZtzERVDwD/nLNJX59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+ "image/png": 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kEzRBuPuzZrYC+A5Rdda0u280s3OBte7+DWAa+Hsz2wT8nCiJiIhIyYJWMYmI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\nUoIQEZFEShAiIpLo/wPb759JmZyebAAAAABJRU5ErkJggg==\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xab9bc38c>"
+ "<matplotlib.figure.Figure at 0x7f2d72ad2748>"
]
},
"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": 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pWH19sGkT1NZCXV2+oxl/lCBEJP/q64Pt6UJRcyba2oIRUZI7qkGISGFIJtm1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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": 71,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": 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Gcdi/331gk8S+tNnZpuem/jg7OM3n5s3J4pB40OE/0kqPQcNmkO0SzZoYwIqs\nzZNOLpiLqY5U3hSPiyns5rp+rPW2epbmfSe8Po2C7IdtsOilYdRBzgPlXgB8FpgFbgqXrDfMbKgJ\nRA0tFdSVij46VtYbh8qHxSEpaV+zArXVMrhT/uL4dUZGPDmUzDmdjT6P2/S5+bmTt0DsAn4XeBlw\narhkvWFmQ00gamg51bZ6PqQMNe5WT+lkpT51i6nPSouemtznotrn5neFvAViR9aLd3IxgaglU6rt\nOBm+rm3TFb1xaCEzbLNTzOvTmJ4XcH3+D+pz87tCOwLRdBwE8BUR+T0ROUZESuHSgfCH0QZTU66T\nTpwwLpuKVjv0V6ucNrOWVx2aY4I5vjy0lq9trDY8JW7n6KjbZziS4uqGUQiaKQjwXc/ynayKlHXB\nWhB1dD3VdsbqWh96fbpGz2vAPW/CNKbj094uQsjTxVSUxQTCT1c/kCylmalDQwpRwBX0f5T22RTU\n/MKQq0AATwMuAT4bbD8feG3WG2Y2dIAFot0XPGmyoI5/NK2WZoUo/YqPFXB+et66GhDyFogvAh8A\nvqULgnFH1htmNnRABSKPMrST16wrvFopzewLN9rAXp/O0I5ApAlSr1TVjwAHglL6cSDTsG2jnjyC\nlL5rzm+ourQbExNuKHQKwvQWc3NuWbvWJcljdtYtQXS62vqlDaMp1sGh96QRiCdFZBRQABFZCfw8\nV6uMjjJBlUt3xUv65iV5GvHyikh4afvCjTawrLkFoFkTAygDtwCPAl8A/hUYz9pkybpgLqbM17xx\nKFtbPU0Tv+kx5mA3jJ5Cni4mVZ0D3gicD/wNcJqqzqcVIBFZIyL3isj9InJxg+NeKiIHROSNaa89\nCORRS4pf82RP3t3du5tfp2EDIPArXbZjYY6JRGNiLinDMPqDxHTfNQeJnAQ8j0j2V1X9hxTnDQH3\nA68CHgG2AW9R1Xs9x80B+4Erfde2dN9tUK3y1OvWsuRJ5y96nFHeMrKF91w32bTM9mZujeXefpxR\n1rKFWSYtw7aRGkvZ3R3aSfedxrVzJbAduBr4XLBcmaZ5ApwO3BDZXg9c7Dnufbh8T1cCb0y4Vmfb\nXQNO3LOzfqyiVRZSZPjcRam9QR6/0vZSeWC9SIPsJevV32Y9oLsHOXdz/Xbmi8O5BOMngu23Ax+P\nHfMc4OZg/XMmEO3j+/jGxhrHCuLnDA25c7wf7SLqfzjIBVkv/7ZF9Ar1nHYEIk0vpm+KyImZmifp\n+BgQjU0nwhRaAAATEElEQVRYF9omNOtW6ut9BI07FMXPOXQIdu5M6PC0iHonDXKupEH+24zO0GhG\nuZCrgNtE5Ie47q2CU6STUpz7A+C4yPZzg31RTgOuFREBlgNni8gBVb0ufrFNmzYdXh8fH2d8fDyF\nCYNFfOrNrVvT+fyXL3fHterz9U7KFkbBzYFsZGRqyr270crLgNYxus78/Dzz8/OduVizJgbwIPA6\n4FeAFeGSpnkCLAnOX4GbwvQO4EUNjjcXUxPSNM2zzvoWPcea/g5zMeV7/0GN7RQJco5B3Jr14sH5\na4D7gAeA9cG+C4B3e45d1EHqNB9MXCAmqOj2Uv1JWT6+SsXFHYaG/IXG9LTLHlsqufXFwiAXZO38\nbYP8XAaJvAXiL4FrgLfixkO8MakQz3MZdIFoJXNleNwEFd1H56uAoVCUSguB6unp+pZFr0TCCqbe\n0+vWh5GedgSi6TgIEfmc3zOlv53WjdUJBn0cxMSES1URpVx248vihP3HL9sxwal7U57UAvE4x+go\nDA/DY4/VHlcqwZ49KS/YoXiFzzYbd9F9Wnlfjd7SzjiIpkFqVX1nlgsb+TE5GRSIE7jhhR3G17tl\nOE13Bh9Zo+ot2FYXRDcMoyMkdnMVkQ8EPz8hIh+PL90zcXGQqedoF7ubrlhRv++ii1KcaH0pB5JF\n1NN5UdNoHMQ9wc/twA7PYnSQTDmZmpyUNQ237+P/1Kdgetq5lUolt75xo//86H3T5HxqBSuYisHk\npPv/h+/Dxo3WihtImgUpgDen2Zf3woAHqTtNu0HErIHg+H3PGanowZHORjMtSN17LEjdP5BzkPp2\nVV3dbF/eDHqQutP0Kojou+/6sSqXLc8epLakbp2hk8/RgtT9Qy5BahE5G3gNcGws5vB04GCWmxm9\npdPunrTsWD4Js9lKow7HuBct9hyNLDSKQTyCiz88QW3s4TrAXqs86ODcnVNTMDJSu+/uu/OfErTT\nMQKLcXeGTj/HPGNBMzOwbJlbZmY6c00jI818UMARWf1XnVwY9BhEDk7dZhlc86KTMQLL+tkZ8niO\necSCijQgc1Ag5xjEGcAmXD6lYRaS9R2fp3B57NBmtvY1OTh1B8FPbAPjOkO/PMdly2Dv3tp9qQdk\nGl5yHSgHXAH8Ic699FSWmxi9YRAyZlri2M5gz9HIQpoWxDdU9eVdsqeRHYPdgsipimc9gJKxZ1M8\nZmbgkktq9zUac2M0p50WRBqB+BAubfc/4OaDAEBVb89yw6wMvECAlVhdpF9cLouRmRm4/HK3ftFF\nJg7tkrdA3OzZrar6G1lumJVFIRBG1xiE+IxhpCHvZH2vzHJho+BYa8UwjCY0nZNaRJ4lIleIyA3B\n9oki8q78TTNyI/SvzM3B3BxPvGYt22dyHiBRMCynk2E0p6lA4OakrgLPCbbvB/4gL4OMLhAbNXXk\nof389E835z6IrkhkSo5oZKaDY0CNLpJGIJar6t8ChwBU9SDW3XXgeOpQk5G1A/iFT066mMPsrIlD\nnsQarKxdOzCv0MCTRiD2icgyQAFE5HTgp7laZeTL1BRPDC34Vx5nlM008K+k/MIHUEOMDuBL8zG/\nwV6WvqDZUGtgNfB1nCh8HediOinr0O2sC4OeaiMHpqfdvNKlUn26gm3TFb1xqKxVyjpBpXFmjxR5\nGiz9s5FE/PWZoKL7h+xl6Ra0kWojbeE8DLwYeAk9ys1kAtEaaXLapM6lk0IgLGeSkUS88nDjkL0s\n3aQdgWg05ehLReTZQcl8EDgVmAE2i0gpl+aM0THCgUaN9qX2wVuXH6MN4h0CTj651xYZaUkcKCci\ntwOvVtW9IvLrwLXAhcApwItU9U3dM9MGyrVKx5OeNRk3YSOTjdTYy9JVchlJLSK7VPXkYP1TwKOq\nuinYvkNVT8lobyZMIFqjFzltbOydkRp7WbpGXgLxLeAUVT0oIvcC71bVr4W/U9WXZLY4AyYQrWM5\nbQzDyEsgNuKmHN0NHAesVlUVkROAq1X1jKwGZ8EEwjAMo3VyS9YXjHk4BphV1X3BvhcAS9WyuRrt\nYC4Gw+gKuWZzLQomEANEC0FK0xHDaI92BCLNSGpjwOn6CGjf0FpPng9L0WAYvcUEYhEyM+O6wS5b\nBuefX9xCOKWOGIaREyYQi4yw++vevW65+uoeFMI28M4w+gITiEWGb4R110mZa9t0xDB6iwWpFxm+\nEdZRijao1YLUhtEe1ovJSI1vhPW6dfDII27dCmFj0Dj/fPjCF9z6eefBVVf10pruk+uc1MZgEY6m\nthHWxmLg/PNdnC0kXF9sIpEVa0H0KeZ6yYA9tEXHEUfAwYO1+4aH4cCB3tjTCwrtYhKRNcDHcAHx\nK1T1w7Hfvw24ONh8DPhdVb3Lcx0TiABLhpkBe2iLEhOIAg+UE5Eh4JPAJG7CobeKyKrYYd8Bfj3I\nHDsN/FWeNg0CNj4gA/bQFiXnnZdun+En7xjEy4AHVPVhABG5Fng9cG94gKreFjn+NuDYnG0yDGOR\nEMYaFnOQuh3yHgdxLPC9yPb3aSwAvwPckKtFA4CND8iAPbRFy1VXOZfSgQMmDq1SmF5MIvJK4J3A\nmUnHbNq06fD6+Pg44+PjudtVRMJxZhZvbQF7aMYiYX5+nvn5+Y5cK9cgdZAufJOqrgm21+Mm0I4H\nqk8CvgSsUdWHEq5lQWrDMIwWKWyQGtgGnCAiK0RkBHgLcF30ABE5DicO70gSB8MwDKP75OpiUtWn\nROS9wCwL3VzvEZEL3K/1s8CfACXgL0VEgAOq+rI87TIMwzCaYwPlDMMwBpgiu5gMo+/o+gRKhlFQ\nrAVhGBFswLUxaFgLwugJg1jTtgHXhrGACYRRQ9pC3+aLNozBx1xMxmFaca9MTDhhiFIuw+xs/nbm\nibmYjEHDXExGRzD3SurZUA1jUVCYVBtGfzE1BVu31ta0ByW10eSkiYJhgLUgjAit5LOzmrZhDD4W\ngzBqsEnXDGOwKPSMcp3CBMIwDKN1LEhtGEZhmZmBZcvcMjPTa2uMVrAgtWEYuTEzA5dcsrAdrm/c\n2Bt7jNYwF5NhGLmxbBns3Vu7r1SCPXt6Y89ixFxMhmEYRscxgTAMIzcuuijdPqOYWAzCMIzcCGMN\nl1/ufl50kcUf+gmLQRiGYQwwFoMwDMMwOo4JhGEYhuHFBMIwjLYZxMmjDItBGIbRJjaHRrGxGIRh\nGD3D5hEZXEwgDMMwDC8mEIZhtEUr84gY/YXFIAzDaBubR6S42HwQhmEYhhcLUhuGYRgdxwTCMAzD\n8GICYRiGYXgxgTAMwzC8mEAYhmEYXkwgDMMwDC8mEIZhGIYXEwjDMAzDiwmEYRiG4SV3gRCRNSJy\nr4jcLyIXJxzzcRF5QETuEJFT8rbJMAzDaE6uAiEiQ8AngUngxcBbRWRV7JizgZWq+nzgAuAzedrU\nK+bn53ttQluY/b2ln+3vZ9uh/+1vh7xbEC8DHlDVh1X1AHAt8PrYMa8HPg+gqt8AjhaRZ+VsV9fp\n95fM7O8t/Wx/P9sO/W9/O+QtEMcC34tsfz/Y1+iYH3iOMQzDMLqMBakNwzAML7mm+xaR04FNqrom\n2F4PqKp+OHLMZ4CbVfWLwfa9wFmq+uPYtSzXt2EYRgaypvse7rQhMbYBJ4jICuCHwFuAt8aOuQ54\nD/DFQFD+Iy4OkP0PNAzDMLKRq0Co6lMi8l5gFufOukJV7xGRC9yv9bOqer2IvEZEHgT2Ae/M0ybD\nMAwjHX0zo5xhGIbRXQobpBaRZ4jIrIjcJyJVETnac8xzReQmEblbRO4Skd/vha0xm/p2YGAz20Xk\nbSKyK1i2isiv9sLOJNI8++C4l4rIARF5Yzfta0bKd2dcRHaKyLdE5OZu29iIFO/PMhG5IXjv7xKR\n83tgphcRuUJEfiwidzY4ppDfLTS3P/O3q6qFXIAPAx8I1i8GPuQ55tnAKcH6UuA+YFUPbR4CHgRW\nAEcAd8TtAc4Gvhqsvxy4rdfPugXbTweODtbXFMX2tPZHjvsn4B+BN/ba7haf/9HA3cCxwfbyXtvd\nov2XApeFtgN7gOFe2x7YcyZwCnBnwu8L+d22YH+mb7ewLQjcALqrg/WrgTfED1DVH6nqHcH6z4B7\n6O0Yin4eGNjUdlW9TVV/GmzeRrHGq6R59gAXAn8P/KSbxqUgjf1vA76kqj8AUNXdXbaxEWns/xFw\nVLB+FLBHVQ920cZEVHUr8O8NDinqdws0tz/rt1tkgfglDXozqeqPgF9qdLCIPA+noN/I3bJk+nlg\nYBrbo/wOcEOuFrVGU/tF5DnAG1T100DResWlef4vAEoicrOIbBORd3TNuuaksf+vgBeLyCPALuB9\nXbKtExT1u81C6m83726uDRGROSCqwgIocInn8MRouogsxdUK3xe0JIwcEZFX4nqbndlrW1rkYzh3\nZUjRRKIZw8Bq4DeAXwBuFZFbVfXB3pqVmg3ALlV9pYisBOZE5CT7ZrtHq99uTwVCVctJvwsCLs9S\n1R+LyLNJcAmIyDBOHP5aVb+ck6lp+QFwXGT7ucG++DG/3OSYXpDGdkTkJOCzwBpVbdQk7zZp7D8N\nuFZEBOcDP1tEDqjqdV2ysRFp7P8+sFtVnwCeEJGvASfjfP+9Jo39ZwAzAKr6kIh8F1gFbO+Khe1R\n1O82NVm+3SK7mK4Dzg/W1wFJhf+VwLdV9X93w6gmHB4YKCIjuIGB8cLnOuC34PBIc+/AwB7Q1HYR\nOQ74EvAOVX2oBzY2oqn9qnp8sPwKrlLxewURB0j37nwZOFNElojI03DB0nu6bGcSaey/B3g1QOC/\nfwHwna5a2RghuVVZ1O82SqL9mb/dXkffG0TlS8CNuJ5Js8AvBvuPAf4xWD8DeArXY2IncDtOHXtp\n95rA5geA9cG+C4B3R475JK7WtwtY3etnndZ2nA95T/CcdwLf7LXNrT77yLFXUqBeTC28O+/H9WS6\nE7iw1za3+P4sB74SvPd3Am/ttc0R268BHgF+Dvwbzg3TF99tGvuzfrs2UM4wDMPwUmQXk2EYhtFD\nTCAMwzAMLyYQhmEYhhcTCMMwDMOLCYRhGIbhxQTCMAzD8GICYfQMEdkYpK3eJSK3i8hLM17nZBE5\nO7J9joh8oHOWeu95loi8Is97BPd5vYisynDeOhH5eLB+gYi8PbL/2Z220xhMeppqw1i8BKNRX4NL\n135QRErASMbLnYJLo3EDgKp+BTcgK0/GgZ8Bt+Z8nzfgUpPfG/+FiCxR1aeaXUBV/09k83zgW7jM\nqobREGtBGL3iGFxeoYMAqrpXXdZeRGS1iMwHGUtvCNMqB1lMPyQi3wgmpjlDRI4A/hz4b0Er5M1B\nLfkTwTmfE5G/FJFbReTBYMKdq0Tk2yJyZWiMiJRF5F9EZLuIfDFIZYGIfFdENonIjqCl8wJxc6z/\nD+APgnueEf3DROTSYAKXm4N7Xhj53XmB/beLyKeDvFCIyGORY84N7H4F8DrgI8HxxwfX/KiIfBP4\nfRF5rYjcFtg3KyLPjD/owJ4pETkXJ6T/N7jea0RkS+S4V4vIP7TzTzUGCxMIo1fMAscFBf2nROTX\n4XDyxU8A56rqS4HPAR+MnLdEVV8O/CGwSd3cA38KfFFVV6vq3wXHRVME/KKqvgK4CJdT5yOqeiJw\nkoicJCLLcBmEX6WqpwE7gmNDfqKqpwKfAd6vqg8H6x8N7vl1z9/3QqCMy5d0aZA/aRXw34FfU9XV\nwCHgPI+94OZsvzWw94+C+4R5i45Q1Zep6keBf1bV0wP7vkhtttr49b6ES4z3tuB61wMvDP5+cOkZ\nrkg431iEmIvJ6Amquk9EVgP/FZe++loRWY8rnF+CSwUtuErMI5FTwxruDtzsZWkI3U13AT9U1W8H\n23cDz8Nl6TwR+HpwzyOAf4mcH9aydwBrU97zq0HraI+I/BiX1v5VuHTd24L7HMmCq6eV1ONfjKz/\nsoj8La5FdgTw3RTnR+/118DbReQq3KxjRZpjwugxJhBGz1CXCOxrwNdE5C5ctszbgW+p6hkJp/08\n+PkU6d/f8JxDkfVwezj4Oauq58VP7MA9o+cJcLWqbvQcH21BHNnk2vsi658A/peqflVEzsJN69kK\nV+EE9OfA36nqoRbPNwYYczEZPSHw5Z8Q2XUK8DAuG+gzgyA2IjIsIicmXSb4+Rjw9LS39uy7DThD\n3CQ2iMjTROT5Ta6T5Z7/BLwpjBOIyDOCNMwAPxKRF4rIELWtlGb3eToLLax1KWypuZ6q/jA4fyPO\nnWcYhzGBMHrFUuDqoJvrHcCLWIgpvAn4cLB/JxB2J63z0wc/bwZODIPUCcf4thUOz+18PvA3IrIL\n5156YcL5IV8B1vqC1B7C+9yDi3XMBveZBcIupxuArwJbqXWpXQv8URCEPt5jz58Bfy8i24BHm9gB\nrsXwmcDu/xLs+wLwPVW9L8X5xiLC0n0bxiIn6PF1u6paC8KowQTCMBYxIrIdN56jHLTeDOMwJhCG\nYRiGF4tBGIZhGF5MIAzDMAwvJhCGYRiGFxMIwzAMw4sJhGEYhuHFBMIwDMPw8v8BsU7wmvR70TQA\nAAAASUVORK5CYII=\n",
+ "image/png": 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LeC9wRJrBSWPivsDFTj21/Ad+bAyWLw+3TTt5A1ePrHuTdMsFo5b3udPfk8HBUGJYtSrc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\nYDczmwU8AZwADJb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"text/plain": [
- "<matplotlib.figure.Figure at 0xab33434c>"
+ "<matplotlib.figure.Figure at 0x7f2d727dab70>"
]
},
"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": 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- "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": 72,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0xab66dd6c>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f2d71d962e8>"
]
},
- "execution_count": 469,
+ "execution_count": 72,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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"text/plain": [
- "<matplotlib.figure.Figure at 0xab5d0a8c>"
+ "<matplotlib.figure.Figure at 0x7f2d71da92e8>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 470,
+ "execution_count": 73,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>247</th>\n",
- " <td>66cuLvkHsW7dNkfNk6gQP9</td>\n",
- " <td>Radiohead</td>\n",
- " <td>1.505262</td>\n",
- " <td>1.991725</td>\n",
- " <td>A Wolf At the Door</td>\n",
- " <td>0.793363</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>1.853118</td>\n",
" <td>Ticket To Ride - Live / Remastered</td>\n",
" <td>0.825439</td>\n",
- " <td>0.4050</td>\n",
+ " <td>0.405</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>229</th>\n",
- " <td>5SdmtFbNOD7Qej6jFCHkOM</td>\n",
- " <td>Radiohead</td>\n",
- " <td>1.398920</td>\n",
- " <td>1.411166</td>\n",
- " <td>Faust Arp</td>\n",
- " <td>0.838532</td>\n",
- " <td>0.2240</td>\n",
+ " <th>95</th>\n",
+ " <td>6j3En9AD8FEAQQhhtkKBR9</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.405004</td>\n",
+ " <td>3.749956</td>\n",
+ " <td>Continental Drift - Live - 2009 Re-Mastered Di...</td>\n",
+ " <td>0.408216</td>\n",
+ " <td>0.129</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>68</th>\n",
- " <td>3VgxeWOGdUYvtX1j8C9VyV</td>\n",
+ " <th>74</th>\n",
+ " <td>5H9q6ctIlamkqukdTrNt3k</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.393697</td>\n",
- " <td>1.708599</td>\n",
- " <td>I'm So Tired - Remastered 2009</td>\n",
- " <td>0.892489</td>\n",
- " <td>0.6300</td>\n",
+ " <td>1.261539</td>\n",
+ " <td>2.616693</td>\n",
+ " <td>Her Majesty - Remastered 2009</td>\n",
+ " <td>0.556608</td>\n",
+ " <td>0.490</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>328</th>\n",
- " <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
+ " <th>24</th>\n",
+ " <td>0mNQUZEATk2uItMUtiLWK5</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.270327</td>\n",
- " <td>0.874479</td>\n",
- " <td>Revolution 9 - Remastered 2009</td>\n",
- " <td>0.873285</td>\n",
- " <td>0.0963</td>\n",
+ " <td>1.213645</td>\n",
+ " <td>1.615224</td>\n",
+ " <td>A Hard Day's Night - Remastered 2015</td>\n",
+ " <td>0.833309</td>\n",
+ " <td>0.752</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>278</th>\n",
- " <td>5H9q6ctIlamkqukdTrNt3k</td>\n",
+ " <th>78</th>\n",
+ " <td>5ou2BiQ9FxIYkxsYvYHpAT</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.261539</td>\n",
- " <td>2.616693</td>\n",
- " <td>Her Majesty - Remastered 2009</td>\n",
- " <td>0.556608</td>\n",
- " <td>0.4900</td>\n",
+ " <td>1.210378</td>\n",
+ " <td>1.648037</td>\n",
+ " <td>Help! - Remastered 2009</td>\n",
+ " <td>0.823915</td>\n",
+ " <td>0.761</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>183</th>\n",
- " <td>3aDUSpF3LexOr1lFKvPV2h</td>\n",
- " <td>Radiohead</td>\n",
- " <td>1.239768</td>\n",
- " <td>1.100731</td>\n",
- " <td>The Bends</td>\n",
- " <td>0.854244</td>\n",
- " <td>0.3150</td>\n",
+ " <th>11</th>\n",
+ " <td>1alcPfZWUHh01l4Fnoo5Jt</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.203416</td>\n",
+ " <td>1.332561</td>\n",
+ " <td>Help! - Live / Remastered</td>\n",
+ " <td>0.823915</td>\n",
+ " <td>0.515</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>17</th>\n",
- " <td>0mNQUZEATk2uItMUtiLWK5</td>\n",
+ " <th>28</th>\n",
+ " <td>1dfuJYDSIc41cw5RPsaCF1</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.187438</td>\n",
+ " <td>1.651824</td>\n",
+ " <td>Help! - Remastered 2015</td>\n",
+ " <td>0.823915</td>\n",
+ " <td>0.810</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>79</th>\n",
+ " <td>69d54YOS8TOQiUYjX57XeA</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.213645</td>\n",
- " <td>1.615224</td>\n",
- " <td>A Hard Day's Night - Remastered 2015</td>\n",
+ " <td>1.183059</td>\n",
+ " <td>1.601816</td>\n",
+ " <td>A Hard Day's Night - Remastered 2009</td>\n",
" <td>0.833309</td>\n",
- " <td>0.7520</td>\n",
+ " <td>0.802</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>82</th>\n",
- " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
+ " <th>29</th>\n",
+ " <td>63uskN0xLezVg4281wzeQn</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.212148</td>\n",
- " <td>0.799772</td>\n",
- " <td>Blue Jay Way - Remastered 2009</td>\n",
- " <td>0.812490</td>\n",
- " <td>0.0380</td>\n",
+ " <td>1.180468</td>\n",
+ " <td>1.005426</td>\n",
+ " <td>Yesterday - Remastered 2015</td>\n",
+ " <td>0.852156</td>\n",
+ " <td>0.348</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>126</th>\n",
- " <td>5ou2BiQ9FxIYkxsYvYHpAT</td>\n",
+ " <th>53</th>\n",
+ " <td>03v6sgKUUFliGse1h04ecC</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.210378</td>\n",
- " <td>1.648037</td>\n",
- " <td>Help! - Remastered 2009</td>\n",
- " <td>0.823915</td>\n",
- " <td>0.7610</td>\n",
+ " <td>1.163491</td>\n",
+ " <td>1.061776</td>\n",
+ " <td>I've Got A Feeling - Remastered 2009</td>\n",
+ " <td>0.817733</td>\n",
+ " <td>0.359</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"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",
+ " _id artist_name gloom lyrical_density \\\n",
+ "5 0GRplBEB2FWCKutwMmS6nY The Beatles 1.475037 1.853118 \n",
+ "95 6j3En9AD8FEAQQhhtkKBR9 The Rolling Stones 1.405004 3.749956 \n",
+ "74 5H9q6ctIlamkqukdTrNt3k The Beatles 1.261539 2.616693 \n",
+ "24 0mNQUZEATk2uItMUtiLWK5 The Beatles 1.213645 1.615224 \n",
+ "78 5ou2BiQ9FxIYkxsYvYHpAT The Beatles 1.210378 1.648037 \n",
+ "11 1alcPfZWUHh01l4Fnoo5Jt The Beatles 1.203416 1.332561 \n",
+ "28 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.187438 1.651824 \n",
+ "79 69d54YOS8TOQiUYjX57XeA The Beatles 1.183059 1.601816 \n",
+ "29 63uskN0xLezVg4281wzeQn The Beatles 1.180468 1.005426 \n",
+ "53 03v6sgKUUFliGse1h04ecC The Beatles 1.163491 1.061776 \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 "
+ " name neg valence \n",
+ "5 Ticket To Ride - Live / Remastered 0.825439 0.405 \n",
+ "95 Continental Drift - Live - 2009 Re-Mastered Di... 0.408216 0.129 \n",
+ "74 Her Majesty - Remastered 2009 0.556608 0.490 \n",
+ "24 A Hard Day's Night - Remastered 2015 0.833309 0.752 \n",
+ "78 Help! - Remastered 2009 0.823915 0.761 \n",
+ "11 Help! - Live / Remastered 0.823915 0.515 \n",
+ "28 Help! - Remastered 2015 0.823915 0.810 \n",
+ "79 A Hard Day's Night - Remastered 2009 0.833309 0.802 \n",
+ "29 Yesterday - Remastered 2015 0.852156 0.348 \n",
+ "53 I've Got A Feeling - Remastered 2009 0.817733 0.359 "
]
},
- "execution_count": 470,
+ "execution_count": 73,
"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,
+ "execution_count": 74,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>61</th>\n",
- " <td>66cuLvkHsW7dNkfNk6gQP9</td>\n",
- " <td>Radiohead</td>\n",
- " <td>1.505262</td>\n",
- " <td>1.991725</td>\n",
- " <td>A Wolf At the Door</td>\n",
- " <td>0.793363</td>\n",
- " <td>0.3630</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>43</th>\n",
- " <td>5SdmtFbNOD7Qej6jFCHkOM</td>\n",
- " <td>Radiohead</td>\n",
- " <td>1.398920</td>\n",
- " <td>1.411166</td>\n",
- " <td>Faust Arp</td>\n",
- " <td>0.838532</td>\n",
- " <td>0.2240</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>9</th>\n",
- " <td>3aDUSpF3LexOr1lFKvPV2h</td>\n",
- " <td>Radiohead</td>\n",
- " <td>1.239768</td>\n",
- " <td>1.100731</td>\n",
- " <td>The Bends</td>\n",
- " <td>0.854244</td>\n",
- " <td>0.3150</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>34</th>\n",
- " <td>0eZN5WsQfmNFICHuw59Zfz</td>\n",
+ " <th>3</th>\n",
+ " <td>37kUGdEJJ7NaMl5LFW4EA4</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.150902</td>\n",
- " <td>0.705463</td>\n",
- " <td>Glass Eyes</td>\n",
- " <td>0.800195</td>\n",
- " <td>0.0629</td>\n",
+ " <td>0.981767</td>\n",
+ " <td>1.083467</td>\n",
+ " <td>2 + 2 = 5</td>\n",
+ " <td>0.637656</td>\n",
+ " <td>0.365</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>20</th>\n",
- " <td>3ovbSnT5NNhl1gzMcw1NRZ</td>\n",
+ " <th>6</th>\n",
+ " <td>1MyqLTRhgyWPw7v107BEuI</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.142115</td>\n",
- " <td>1.151468</td>\n",
- " <td>Thinking About You</td>\n",
- " <td>0.791660</td>\n",
- " <td>0.4190</td>\n",
+ " <td>0.833758</td>\n",
+ " <td>0.412140</td>\n",
+ " <td>You</td>\n",
+ " <td>0.688683</td>\n",
+ " <td>0.305</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>11</th>\n",
- " <td>045sp2JToyTaaKyXkGejPy</td>\n",
+ " <th>5</th>\n",
+ " <td>05evePUsIT1cmIURp1hgu6</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.090813</td>\n",
- " <td>0.581341</td>\n",
- " <td>Fake Plastic Trees</td>\n",
- " <td>0.827542</td>\n",
- " <td>0.1270</td>\n",
+ " <td>0.828065</td>\n",
+ " <td>0.435957</td>\n",
+ " <td>Planet Telex</td>\n",
+ " <td>0.646349</td>\n",
+ " <td>0.272</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>24</th>\n",
- " <td>4D6ZExVvYLZxhcAvifX5px</td>\n",
+ " <th>2</th>\n",
+ " <td>6dsq7Nt5mIFzvm5kIYNORy</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.074047</td>\n",
- " <td>0.749795</td>\n",
- " <td>Prove Yourself</td>\n",
- " <td>0.815006</td>\n",
- " <td>0.2780</td>\n",
+ " <td>0.775417</td>\n",
+ " <td>0.674272</td>\n",
+ " <td>15 Step</td>\n",
+ " <td>0.835488</td>\n",
+ " <td>0.848</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>13</th>\n",
- " <td>4SE81CrzH0qPA8KHqM9Syz</td>\n",
+ " <th>1</th>\n",
+ " <td>3pcCifdPTc2BbqmWpEhtUd</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.064914</td>\n",
- " <td>0.856048</td>\n",
- " <td>Just</td>\n",
- " <td>0.809154</td>\n",
- " <td>0.3720</td>\n",
+ " <td>0.606884</td>\n",
+ " <td>0.439692</td>\n",
+ " <td>Burn the Witch</td>\n",
+ " <td>0.582602</td>\n",
+ " <td>0.625</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
- " <td>4aOAzvRdOsZSwZIgwcdeL0</td>\n",
+ " <td>3OsUjkcv1C1v5udFhgRSFg</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.063868</td>\n",
- " <td>0.524102</td>\n",
- " <td>Let Down</td>\n",
- " <td>0.825887</td>\n",
- " <td>0.1310</td>\n",
+ " <td>0.606161</td>\n",
+ " <td>0.329999</td>\n",
+ " <td>Airbag</td>\n",
+ " <td>0.642348</td>\n",
+ " <td>0.642</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>23</th>\n",
- " <td>11qDTSr3Dj4TkPnBcIOqEJ</td>\n",
+ " <th>0</th>\n",
+ " <td>0eECFDnWy0RdjMmJ8NOeAL</td>\n",
" <td>Radiohead</td>\n",
- " <td>1.056187</td>\n",
- " <td>0.711071</td>\n",
- " <td>Vegetable</td>\n",
- " <td>0.883291</td>\n",
- " <td>0.3990</td>\n",
+ " <td>0.378831</td>\n",
+ " <td>0.093389</td>\n",
+ " <td>Feral</td>\n",
+ " <td>0.465216</td>\n",
+ " <td>0.751</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name gloom lyrical_density \\\n",
- "61 66cuLvkHsW7dNkfNk6gQP9 Radiohead 1.505262 1.991725 \n",
- "43 5SdmtFbNOD7Qej6jFCHkOM Radiohead 1.398920 1.411166 \n",
- "9 3aDUSpF3LexOr1lFKvPV2h Radiohead 1.239768 1.100731 \n",
- "34 0eZN5WsQfmNFICHuw59Zfz Radiohead 1.150902 0.705463 \n",
- "20 3ovbSnT5NNhl1gzMcw1NRZ Radiohead 1.142115 1.151468 \n",
- "11 045sp2JToyTaaKyXkGejPy Radiohead 1.090813 0.581341 \n",
- "24 4D6ZExVvYLZxhcAvifX5px Radiohead 1.074047 0.749795 \n",
- "13 4SE81CrzH0qPA8KHqM9Syz Radiohead 1.064914 0.856048 \n",
- "4 4aOAzvRdOsZSwZIgwcdeL0 Radiohead 1.063868 0.524102 \n",
- "23 11qDTSr3Dj4TkPnBcIOqEJ Radiohead 1.056187 0.711071 \n",
+ " _id artist_name gloom lyrical_density \\\n",
+ "3 37kUGdEJJ7NaMl5LFW4EA4 Radiohead 0.981767 1.083467 \n",
+ "6 1MyqLTRhgyWPw7v107BEuI Radiohead 0.833758 0.412140 \n",
+ "5 05evePUsIT1cmIURp1hgu6 Radiohead 0.828065 0.435957 \n",
+ "2 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.775417 0.674272 \n",
+ "1 3pcCifdPTc2BbqmWpEhtUd Radiohead 0.606884 0.439692 \n",
+ "4 3OsUjkcv1C1v5udFhgRSFg Radiohead 0.606161 0.329999 \n",
+ "0 0eECFDnWy0RdjMmJ8NOeAL Radiohead 0.378831 0.093389 \n",
"\n",
- " name neg valence \n",
- "61 A Wolf At the Door 0.793363 0.3630 \n",
- "43 Faust Arp 0.838532 0.2240 \n",
- "9 The Bends 0.854244 0.3150 \n",
- "34 Glass Eyes 0.800195 0.0629 \n",
- "20 Thinking About You 0.791660 0.4190 \n",
- "11 Fake Plastic Trees 0.827542 0.1270 \n",
- "24 Prove Yourself 0.815006 0.2780 \n",
- "13 Just 0.809154 0.3720 \n",
- "4 Let Down 0.825887 0.1310 \n",
- "23 Vegetable 0.883291 0.3990 "
+ " name neg valence \n",
+ "3 2 + 2 = 5 0.637656 0.365 \n",
+ "6 You 0.688683 0.305 \n",
+ "5 Planet Telex 0.646349 0.272 \n",
+ "2 15 Step 0.835488 0.848 \n",
+ "1 Burn the Witch 0.582602 0.625 \n",
+ "4 Airbag 0.642348 0.642 \n",
+ "0 Feral 0.465216 0.751 "
]
},
- "execution_count": 471,
+ "execution_count": 74,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 472,
+ "execution_count": 75,
"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>1.853118</td>\n",
" <td>Ticket To Ride - Live / Remastered</td>\n",
" <td>0.825439</td>\n",
- " <td>0.4050</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>67</th>\n",
- " <td>3VgxeWOGdUYvtX1j8C9VyV</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.393697</td>\n",
- " <td>1.708599</td>\n",
- " <td>I'm So Tired - Remastered 2009</td>\n",
- " <td>0.892489</td>\n",
- " <td>0.6300</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>226</th>\n",
- " <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.270327</td>\n",
- " <td>0.874479</td>\n",
- " <td>Revolution 9 - Remastered 2009</td>\n",
- " <td>0.873285</td>\n",
- " <td>0.0963</td>\n",
+ " <td>0.405</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>2.616693</td>\n",
" <td>Her Majesty - Remastered 2009</td>\n",
" <td>0.556608</td>\n",
- " <td>0.4900</td>\n",
+ " <td>0.490</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>1.615224</td>\n",
" <td>A Hard Day's Night - Remastered 2015</td>\n",
" <td>0.833309</td>\n",
- " <td>0.7520</td>\n",
+ " <td>0.752</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>81</th>\n",
- " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.212148</td>\n",
- " <td>0.799772</td>\n",
- " <td>Blue Jay Way - Remastered 2009</td>\n",
- " <td>0.812490</td>\n",
- " <td>0.0380</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>125</th>\n",
+ " <th>77</th>\n",
" <td>5ou2BiQ9FxIYkxsYvYHpAT</td>\n",
" <td>The Beatles</td>\n",
" <td>1.210378</td>\n",
" <td>1.648037</td>\n",
" <td>Help! - Remastered 2009</td>\n",
" <td>0.823915</td>\n",
- " <td>0.7610</td>\n",
+ " <td>0.761</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>1.332561</td>\n",
" <td>Help! - Live / Remastered</td>\n",
" <td>0.823915</td>\n",
- " <td>0.5150</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>164</th>\n",
- " <td>2Iccm3cKBQHWt5yk0yX9nh</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.200158</td>\n",
- " <td>1.530785</td>\n",
- " <td>Please Please Me - Remastered 2009</td>\n",
- " <td>0.833068</td>\n",
- " <td>0.7080</td>\n",
+ " <td>0.515</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",
" <td>1.651824</td>\n",
" <td>Help! - Remastered 2015</td>\n",
" <td>0.823915</td>\n",
- " <td>0.8100</td>\n",
+ " <td>0.810</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>78</th>\n",
+ " <td>69d54YOS8TOQiUYjX57XeA</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.183059</td>\n",
+ " <td>1.601816</td>\n",
+ " <td>A Hard Day's Night - Remastered 2009</td>\n",
+ " <td>0.833309</td>\n",
+ " <td>0.802</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>63uskN0xLezVg4281wzeQn</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.180468</td>\n",
+ " <td>1.005426</td>\n",
+ " <td>Yesterday - Remastered 2015</td>\n",
+ " <td>0.852156</td>\n",
+ " <td>0.348</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>52</th>\n",
+ " <td>03v6sgKUUFliGse1h04ecC</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.163491</td>\n",
+ " <td>1.061776</td>\n",
+ " <td>I've Got A Feeling - Remastered 2009</td>\n",
+ " <td>0.817733</td>\n",
+ " <td>0.359</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>4edArG2VehvJdwOZfYOxtK</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.161653</td>\n",
+ " <td>2.823318</td>\n",
+ " <td>Twist And Shout - Live / Remastered</td>\n",
+ " <td>0.499908</td>\n",
+ " <td>0.588</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"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",
+ " _id artist_name gloom lyrical_density \\\n",
+ "4 0GRplBEB2FWCKutwMmS6nY The Beatles 1.475037 1.853118 \n",
+ "73 5H9q6ctIlamkqukdTrNt3k The Beatles 1.261539 2.616693 \n",
+ "23 0mNQUZEATk2uItMUtiLWK5 The Beatles 1.213645 1.615224 \n",
+ "77 5ou2BiQ9FxIYkxsYvYHpAT The Beatles 1.210378 1.648037 \n",
+ "10 1alcPfZWUHh01l4Fnoo5Jt The Beatles 1.203416 1.332561 \n",
+ "27 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.187438 1.651824 \n",
+ "78 69d54YOS8TOQiUYjX57XeA The Beatles 1.183059 1.601816 \n",
+ "28 63uskN0xLezVg4281wzeQn The Beatles 1.180468 1.005426 \n",
+ "52 03v6sgKUUFliGse1h04ecC The Beatles 1.163491 1.061776 \n",
+ "1 4edArG2VehvJdwOZfYOxtK The Beatles 1.161653 2.823318 \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 "
+ " name neg valence \n",
+ "4 Ticket To Ride - Live / Remastered 0.825439 0.405 \n",
+ "73 Her Majesty - Remastered 2009 0.556608 0.490 \n",
+ "23 A Hard Day's Night - Remastered 2015 0.833309 0.752 \n",
+ "77 Help! - Remastered 2009 0.823915 0.761 \n",
+ "10 Help! - Live / Remastered 0.823915 0.515 \n",
+ "27 Help! - Remastered 2015 0.823915 0.810 \n",
+ "78 A Hard Day's Night - Remastered 2009 0.833309 0.802 \n",
+ "28 Yesterday - Remastered 2015 0.852156 0.348 \n",
+ "52 I've Got A Feeling - Remastered 2009 0.817733 0.359 \n",
+ "1 Twist And Shout - Live / Remastered 0.499908 0.588 "
]
},
- "execution_count": 472,
+ "execution_count": 75,
"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": 76,
"metadata": {
"collapsed": false,
"scrolled": true
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>331</th>\n",
- " <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.201546</td>\n",
- " <td>Go Slowly</td>\n",
- " <td>0.723774</td>\n",
- " <td>0.0453</td>\n",
- " <td>0.039619</td>\n",
- " <td>0.472775</td>\n",
+ " <th>0</th>\n",
+ " <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.169898</td>\n",
+ " <td>Wild Honey Pie - Remastered 2009</td>\n",
+ " <td>0.391178</td>\n",
+ " <td>0.153</td>\n",
+ " <td>0.020924</td>\n",
+ " <td>0.418731</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>279</th>\n",
- " <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.248061</td>\n",
- " <td>The Tourist</td>\n",
- " <td>0.667864</td>\n",
- " <td>0.0400</td>\n",
- " <td>0.056658</td>\n",
- " <td>0.471724</td>\n",
+ " <th>65</th>\n",
+ " <td>4cLoL5KPfE1hAwfsO84FX7</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.325955</td>\n",
+ " <td>Because - Remastered 2009</td>\n",
+ " <td>0.466254</td>\n",
+ " <td>0.162</td>\n",
+ " <td>0.063602</td>\n",
+ " <td>0.407178</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>309</th>\n",
- " <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.218723</td>\n",
- " <td>True Love Waits</td>\n",
- " <td>0.532206</td>\n",
- " <td>0.0378</td>\n",
- " <td>0.045911</td>\n",
- " <td>0.471229</td>\n",
+ " <th>67</th>\n",
+ " <td>3jPXnX4SskFgAcC4YBKOwN</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.273472</td>\n",
+ " <td>Sun King - Remastered 2009</td>\n",
+ " <td>0.300809</td>\n",
+ " <td>0.197</td>\n",
+ " <td>0.049249</td>\n",
+ " <td>0.389134</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>315</th>\n",
- " <td>5olWalQH1oVza5D6xJg4oX</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.216752</td>\n",
- " <td>Sail To The Moon</td>\n",
- " <td>0.605798</td>\n",
- " <td>0.0458</td>\n",
- " <td>0.045189</td>\n",
- " <td>0.469228</td>\n",
+ " <th>91</th>\n",
+ " <td>20eJRZyvdYZ5Bx7nHs570i</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0.711824</td>\n",
+ " <td>Neighbours - Live Licks Tour - 2009 Re-Mastere...</td>\n",
+ " <td>0.728527</td>\n",
+ " <td>0.212</td>\n",
+ " <td>0.169130</td>\n",
+ " <td>0.388971</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>317</th>\n",
- " <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.276367</td>\n",
- " <td>We Suck Young Blood</td>\n",
- " <td>0.535358</td>\n",
- " <td>0.0378</td>\n",
- " <td>0.067027</td>\n",
- " <td>0.466795</td>\n",
+ " <th>43</th>\n",
+ " <td>7iABnSNZciNepqGtjMQxxd</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.800176</td>\n",
+ " <td>Come Together - Remastered 2015</td>\n",
+ " <td>0.562552</td>\n",
+ " <td>0.178</td>\n",
+ " <td>0.193293</td>\n",
+ " <td>0.385925</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>330</th>\n",
- " <td>4sLGaMl33I6mcsk7u4xHAU</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.146307</td>\n",
- " <td>Codex</td>\n",
- " <td>0.637942</td>\n",
- " <td>0.0629</td>\n",
- " <td>0.019385</td>\n",
- " <td>0.465650</td>\n",
+ " <th>58</th>\n",
+ " <td>0MKqeOVdZcUFGJvWpGCKbG</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.796316</td>\n",
+ " <td>Come Together - Remastered 2009</td>\n",
+ " <td>0.562552</td>\n",
+ " <td>0.179</td>\n",
+ " <td>0.192237</td>\n",
+ " <td>0.385658</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>82</th>\n",
- " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
+ " <th>66</th>\n",
+ " <td>71Ij3VBYQWMrng61Ae4tBu</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.799772</td>\n",
- " <td>Blue Jay Way - Remastered 2009</td>\n",
- " <td>0.812490</td>\n",
- " <td>0.0380</td>\n",
- " <td>0.258755</td>\n",
- " <td>0.461657</td>\n",
+ " <td>0.592658</td>\n",
+ " <td>You Never Give Me Your Money - Remastered 2009</td>\n",
+ " <td>0.753448</td>\n",
+ " <td>0.226</td>\n",
+ " <td>0.136541</td>\n",
+ " <td>0.385597</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>326</th>\n",
- " <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.349157</td>\n",
- " <td>Motion Picture Soundtrack</td>\n",
- " <td>0.576808</td>\n",
- " <td>0.0425</td>\n",
- " <td>0.093690</td>\n",
- " <td>0.460916</td>\n",
+ " <th>73</th>\n",
+ " <td>0SAqxgrtLO0GzXBeilxHQs</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.543735</td>\n",
+ " <td>The End - Remastered 2009</td>\n",
+ " <td>0.478610</td>\n",
+ " <td>0.207</td>\n",
+ " <td>0.123161</td>\n",
+ " <td>0.377140</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>232</th>\n",
- " <td>3uxhyRdWVXp7GQvERQl6fA</td>\n",
+ " <th>86</th>\n",
+ " <td>05evePUsIT1cmIURp1hgu6</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.382643</td>\n",
- " <td>Videotape</td>\n",
- " <td>0.652962</td>\n",
- " <td>0.0468</td>\n",
- " <td>0.105957</td>\n",
- " <td>0.460694</td>\n",
+ " <td>0.435957</td>\n",
+ " <td>Planet Telex</td>\n",
+ " <td>0.646349</td>\n",
+ " <td>0.272</td>\n",
+ " <td>0.093686</td>\n",
+ " <td>0.360175</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>265</th>\n",
- " <td>7wB2VenWR6rchtLwawreIg</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.359311</td>\n",
- " <td>Bullet Proof ... I Wish I Was</td>\n",
- " <td>0.804636</td>\n",
- " <td>0.0781</td>\n",
- " <td>0.097410</td>\n",
- " <td>0.455239</td>\n",
+ " <th>40</th>\n",
+ " <td>4ajbplh2IXiJkXjQiq5aqq</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.168048</td>\n",
+ " <td>Get Back - Remastered 2015</td>\n",
+ " <td>0.538810</td>\n",
+ " <td>0.212</td>\n",
+ " <td>0.293898</td>\n",
+ " <td>0.357382</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"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",
+ " _id artist_name lyrical_density \\\n",
+ "0 2ucFulEWapRAmTn7l6f5Q7 The Beatles 0.169898 \n",
+ "65 4cLoL5KPfE1hAwfsO84FX7 The Beatles 0.325955 \n",
+ "67 3jPXnX4SskFgAcC4YBKOwN The Beatles 0.273472 \n",
+ "91 20eJRZyvdYZ5Bx7nHs570i The Rolling Stones 0.711824 \n",
+ "43 7iABnSNZciNepqGtjMQxxd The Beatles 0.800176 \n",
+ "58 0MKqeOVdZcUFGJvWpGCKbG The Beatles 0.796316 \n",
+ "66 71Ij3VBYQWMrng61Ae4tBu The Beatles 0.592658 \n",
+ "73 0SAqxgrtLO0GzXBeilxHQs The Beatles 0.543735 \n",
+ "86 05evePUsIT1cmIURp1hgu6 Radiohead 0.435957 \n",
+ "40 4ajbplh2IXiJkXjQiq5aqq The Beatles 1.168048 \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 "
+ " name neg valence \\\n",
+ "0 Wild Honey Pie - Remastered 2009 0.391178 0.153 \n",
+ "65 Because - Remastered 2009 0.466254 0.162 \n",
+ "67 Sun King - Remastered 2009 0.300809 0.197 \n",
+ "91 Neighbours - Live Licks Tour - 2009 Re-Mastere... 0.728527 0.212 \n",
+ "43 Come Together - Remastered 2015 0.562552 0.178 \n",
+ "58 Come Together - Remastered 2009 0.562552 0.179 \n",
+ "66 You Never Give Me Your Money - Remastered 2009 0.753448 0.226 \n",
+ "73 The End - Remastered 2009 0.478610 0.207 \n",
+ "86 Planet Telex 0.646349 0.272 \n",
+ "40 Get Back - Remastered 2015 0.538810 0.212 \n",
+ "\n",
+ " scaled_ld gloom \n",
+ "0 0.020924 0.418731 \n",
+ "65 0.063602 0.407178 \n",
+ "67 0.049249 0.389134 \n",
+ "91 0.169130 0.388971 \n",
+ "43 0.193293 0.385925 \n",
+ "58 0.192237 0.385658 \n",
+ "66 0.136541 0.385597 \n",
+ "73 0.123161 0.377140 \n",
+ "86 0.093686 0.360175 \n",
+ "40 0.293898 0.357382 "
]
},
- "execution_count": 473,
+ "execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 474,
+ "execution_count": 77,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>331</th>\n",
- " <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.201546</td>\n",
- " <td>Go Slowly</td>\n",
- " <td>0.723774</td>\n",
- " <td>0.0453</td>\n",
- " <td>0.039619</td>\n",
- " <td>0.472775</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>279</th>\n",
- " <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.248061</td>\n",
- " <td>The Tourist</td>\n",
- " <td>0.667864</td>\n",
- " <td>0.0400</td>\n",
- " <td>0.056658</td>\n",
- " <td>0.471724</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>309</th>\n",
- " <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.218723</td>\n",
- " <td>True Love Waits</td>\n",
- " <td>0.532206</td>\n",
- " <td>0.0378</td>\n",
- " <td>0.045911</td>\n",
- " <td>0.471229</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>315</th>\n",
- " <td>5olWalQH1oVza5D6xJg4oX</td>\n",
+ " <th>86</th>\n",
+ " <td>05evePUsIT1cmIURp1hgu6</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.216752</td>\n",
- " <td>Sail To The Moon</td>\n",
- " <td>0.605798</td>\n",
- " <td>0.0458</td>\n",
- " <td>0.045189</td>\n",
- " <td>0.469228</td>\n",
+ " <td>0.435957</td>\n",
+ " <td>Planet Telex</td>\n",
+ " <td>0.646349</td>\n",
+ " <td>0.272</td>\n",
+ " <td>0.093686</td>\n",
+ " <td>0.360175</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>317</th>\n",
- " <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
+ " <th>87</th>\n",
+ " <td>1MyqLTRhgyWPw7v107BEuI</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.276367</td>\n",
- " <td>We Suck Young Blood</td>\n",
- " <td>0.535358</td>\n",
- " <td>0.0378</td>\n",
- " <td>0.067027</td>\n",
- " <td>0.466795</td>\n",
+ " <td>0.412140</td>\n",
+ " <td>You</td>\n",
+ " <td>0.688683</td>\n",
+ " <td>0.305</td>\n",
+ " <td>0.087172</td>\n",
+ " <td>0.347225</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>330</th>\n",
- " <td>4sLGaMl33I6mcsk7u4xHAU</td>\n",
+ " <th>84</th>\n",
+ " <td>37kUGdEJJ7NaMl5LFW4EA4</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.146307</td>\n",
- " <td>Codex</td>\n",
- " <td>0.637942</td>\n",
- " <td>0.0629</td>\n",
- " <td>0.019385</td>\n",
- " <td>0.465650</td>\n",
+ " <td>1.083467</td>\n",
+ " <td>2 + 2 = 5</td>\n",
+ " <td>0.637656</td>\n",
+ " <td>0.365</td>\n",
+ " <td>0.270767</td>\n",
+ " <td>0.317860</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>326</th>\n",
- " <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
+ " <th>82</th>\n",
+ " <td>3pcCifdPTc2BbqmWpEhtUd</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.349157</td>\n",
- " <td>Motion Picture Soundtrack</td>\n",
- " <td>0.576808</td>\n",
- " <td>0.0425</td>\n",
- " <td>0.093690</td>\n",
- " <td>0.460916</td>\n",
+ " <td>0.439692</td>\n",
+ " <td>Burn the Witch</td>\n",
+ " <td>0.582602</td>\n",
+ " <td>0.625</td>\n",
+ " <td>0.094707</td>\n",
+ " <td>0.197331</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>232</th>\n",
- " <td>3uxhyRdWVXp7GQvERQl6fA</td>\n",
+ " <th>85</th>\n",
+ " <td>3OsUjkcv1C1v5udFhgRSFg</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.382643</td>\n",
- " <td>Videotape</td>\n",
- " <td>0.652962</td>\n",
- " <td>0.0468</td>\n",
- " <td>0.105957</td>\n",
- " <td>0.460694</td>\n",
+ " <td>0.329999</td>\n",
+ " <td>Airbag</td>\n",
+ " <td>0.642348</td>\n",
+ " <td>0.642</td>\n",
+ " <td>0.064708</td>\n",
+ " <td>0.188200</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>265</th>\n",
- " <td>7wB2VenWR6rchtLwawreIg</td>\n",
+ " <th>83</th>\n",
+ " <td>6dsq7Nt5mIFzvm5kIYNORy</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.359311</td>\n",
- " <td>Bullet Proof ... I Wish I Was</td>\n",
- " <td>0.804636</td>\n",
- " <td>0.0781</td>\n",
- " <td>0.097410</td>\n",
- " <td>0.455239</td>\n",
+ " <td>0.674272</td>\n",
+ " <td>15 Step</td>\n",
+ " <td>0.835488</td>\n",
+ " <td>0.848</td>\n",
+ " <td>0.158860</td>\n",
+ " <td>0.130290</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>251</th>\n",
- " <td>5AiNZnMDCWwujIENPj9PV9</td>\n",
+ " <th>1</th>\n",
+ " <td>0eECFDnWy0RdjMmJ8NOeAL</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.489208</td>\n",
- " <td>Everything In Its Right Place</td>\n",
- " <td>0.716829</td>\n",
- " <td>0.0585</td>\n",
- " <td>0.144992</td>\n",
- " <td>0.454462</td>\n",
+ " <td>0.093389</td>\n",
+ " <td>Feral</td>\n",
+ " <td>0.465216</td>\n",
+ " <td>0.751</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.124500</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"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",
+ " _id artist_name lyrical_density name \\\n",
+ "86 05evePUsIT1cmIURp1hgu6 Radiohead 0.435957 Planet Telex \n",
+ "87 1MyqLTRhgyWPw7v107BEuI Radiohead 0.412140 You \n",
+ "84 37kUGdEJJ7NaMl5LFW4EA4 Radiohead 1.083467 2 + 2 = 5 \n",
+ "82 3pcCifdPTc2BbqmWpEhtUd Radiohead 0.439692 Burn the Witch \n",
+ "85 3OsUjkcv1C1v5udFhgRSFg Radiohead 0.329999 Airbag \n",
+ "83 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 15 Step \n",
+ "1 0eECFDnWy0RdjMmJ8NOeAL Radiohead 0.093389 Feral \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 "
+ " neg valence scaled_ld gloom \n",
+ "86 0.646349 0.272 0.093686 0.360175 \n",
+ "87 0.688683 0.305 0.087172 0.347225 \n",
+ "84 0.637656 0.365 0.270767 0.317860 \n",
+ "82 0.582602 0.625 0.094707 0.197331 \n",
+ "85 0.642348 0.642 0.064708 0.188200 \n",
+ "83 0.835488 0.848 0.158860 0.130290 \n",
+ "1 0.465216 0.751 0.000000 0.124500 "
]
},
- "execution_count": 474,
+ "execution_count": 77,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 475,
+ "execution_count": 78,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>82</th>\n",
- " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
+ " <th>0</th>\n",
+ " <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.799772</td>\n",
- " <td>Blue Jay Way - Remastered 2009</td>\n",
- " <td>0.812490</td>\n",
- " <td>0.0380</td>\n",
- " <td>0.258755</td>\n",
- " <td>0.461657</td>\n",
+ " <td>0.169898</td>\n",
+ " <td>Wild Honey Pie - Remastered 2009</td>\n",
+ " <td>0.391178</td>\n",
+ " <td>0.153</td>\n",
+ " <td>0.020924</td>\n",
+ " <td>0.418731</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>328</th>\n",
- " <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
+ " <th>65</th>\n",
+ " <td>4cLoL5KPfE1hAwfsO84FX7</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.874479</td>\n",
- " <td>Revolution 9 - Remastered 2009</td>\n",
- " <td>0.873285</td>\n",
- " <td>0.0963</td>\n",
- " <td>0.286121</td>\n",
- " <td>0.447499</td>\n",
+ " <td>0.325955</td>\n",
+ " <td>Because - Remastered 2009</td>\n",
+ " <td>0.466254</td>\n",
+ " <td>0.162</td>\n",
+ " <td>0.063602</td>\n",
+ " <td>0.407178</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>0</th>\n",
- " <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
+ " <th>67</th>\n",
+ " <td>3jPXnX4SskFgAcC4YBKOwN</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.169898</td>\n",
- " <td>Wild Honey Pie - Remastered 2009</td>\n",
- " <td>0.391178</td>\n",
- " <td>0.1530</td>\n",
- " <td>0.028026</td>\n",
- " <td>0.417113</td>\n",
+ " <td>0.273472</td>\n",
+ " <td>Sun King - Remastered 2009</td>\n",
+ " <td>0.300809</td>\n",
+ " <td>0.197</td>\n",
+ " <td>0.049249</td>\n",
+ " <td>0.389134</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>102</th>\n",
- " <td>3ZFBeIyP41HhnALjxWy1pR</td>\n",
+ " <th>43</th>\n",
+ " <td>7iABnSNZciNepqGtjMQxxd</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.628310</td>\n",
- " <td>A Day In The Life - Remastered 2009</td>\n",
- " <td>0.781296</td>\n",
- " <td>0.1620</td>\n",
- " <td>0.195947</td>\n",
- " <td>0.413445</td>\n",
+ " <td>0.800176</td>\n",
+ " <td>Come Together - Remastered 2015</td>\n",
+ " <td>0.562552</td>\n",
+ " <td>0.178</td>\n",
+ " <td>0.193293</td>\n",
+ " <td>0.385925</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>204</th>\n",
- " <td>0agoaPIy92gPZ6zRhqXarE</td>\n",
+ " <th>58</th>\n",
+ " <td>0MKqeOVdZcUFGJvWpGCKbG</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.634931</td>\n",
- " <td>Tomorrow Never Knows - Remastered 2009</td>\n",
- " <td>0.343599</td>\n",
- " <td>0.0556</td>\n",
- " <td>0.198372</td>\n",
- " <td>0.412609</td>\n",
+ " <td>0.796316</td>\n",
+ " <td>Come Together - Remastered 2009</td>\n",
+ " <td>0.562552</td>\n",
+ " <td>0.179</td>\n",
+ " <td>0.192237</td>\n",
+ " <td>0.385658</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>285</th>\n",
- " <td>27YZJHyTTDIurMqDu1v2ef</td>\n",
+ " <th>66</th>\n",
+ " <td>71Ij3VBYQWMrng61Ae4tBu</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.429399</td>\n",
- " <td>Long, Long, Long - Remastered 2009</td>\n",
- " <td>0.524122</td>\n",
- " <td>0.1350</td>\n",
- " <td>0.123084</td>\n",
- " <td>0.411522</td>\n",
+ " <td>0.592658</td>\n",
+ " <td>You Never Give Me Your Money - Remastered 2009</td>\n",
+ " <td>0.753448</td>\n",
+ " <td>0.226</td>\n",
+ " <td>0.136541</td>\n",
+ " <td>0.385597</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>271</th>\n",
- " <td>4cLoL5KPfE1hAwfsO84FX7</td>\n",
+ " <th>73</th>\n",
+ " <td>0SAqxgrtLO0GzXBeilxHQs</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.325955</td>\n",
- " <td>Because - Remastered 2009</td>\n",
- " <td>0.466254</td>\n",
- " <td>0.1620</td>\n",
- " <td>0.085191</td>\n",
- " <td>0.403165</td>\n",
+ " <td>0.543735</td>\n",
+ " <td>The End - Remastered 2009</td>\n",
+ " <td>0.478610</td>\n",
+ " <td>0.207</td>\n",
+ " <td>0.123161</td>\n",
+ " <td>0.377140</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>53</th>\n",
- " <td>71Ij3VBYQWMrng61Ae4tBu</td>\n",
+ " <th>40</th>\n",
+ " <td>4ajbplh2IXiJkXjQiq5aqq</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.592658</td>\n",
- " <td>You Never Give Me Your Money - Remastered 2009</td>\n",
- " <td>0.753448</td>\n",
- " <td>0.2260</td>\n",
- " <td>0.182887</td>\n",
- " <td>0.385121</td>\n",
+ " <td>1.168048</td>\n",
+ " <td>Get Back - Remastered 2015</td>\n",
+ " <td>0.538810</td>\n",
+ " <td>0.212</td>\n",
+ " <td>0.293898</td>\n",
+ " <td>0.357382</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>272</th>\n",
- " <td>3jPXnX4SskFgAcC4YBKOwN</td>\n",
+ " <th>5</th>\n",
+ " <td>0GRplBEB2FWCKutwMmS6nY</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.273472</td>\n",
- " <td>Sun King - Remastered 2009</td>\n",
- " <td>0.300809</td>\n",
- " <td>0.1970</td>\n",
- " <td>0.065966</td>\n",
- " <td>0.384936</td>\n",
+ " <td>1.853118</td>\n",
+ " <td>Ticket To Ride - Live / Remastered</td>\n",
+ " <td>0.825439</td>\n",
+ " <td>0.405</td>\n",
+ " <td>0.481252</td>\n",
+ " <td>0.352950</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>34</th>\n",
- " <td>7iABnSNZciNepqGtjMQxxd</td>\n",
+ " <th>29</th>\n",
+ " <td>63uskN0xLezVg4281wzeQn</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.800176</td>\n",
- " <td>Come Together - Remastered 2015</td>\n",
- " <td>0.562552</td>\n",
- " <td>0.1780</td>\n",
- " <td>0.258903</td>\n",
- " <td>0.377414</td>\n",
+ " <td>1.005426</td>\n",
+ " <td>Yesterday - Remastered 2015</td>\n",
+ " <td>0.852156</td>\n",
+ " <td>0.348</td>\n",
+ " <td>0.249425</td>\n",
+ " <td>0.350962</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name lyrical_density \\\n",
- "82 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n",
- "328 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",
+ " _id artist_name lyrical_density \\\n",
+ "0 2ucFulEWapRAmTn7l6f5Q7 The Beatles 0.169898 \n",
+ "65 4cLoL5KPfE1hAwfsO84FX7 The Beatles 0.325955 \n",
+ "67 3jPXnX4SskFgAcC4YBKOwN The Beatles 0.273472 \n",
+ "43 7iABnSNZciNepqGtjMQxxd The Beatles 0.800176 \n",
+ "58 0MKqeOVdZcUFGJvWpGCKbG The Beatles 0.796316 \n",
+ "66 71Ij3VBYQWMrng61Ae4tBu The Beatles 0.592658 \n",
+ "73 0SAqxgrtLO0GzXBeilxHQs The Beatles 0.543735 \n",
+ "40 4ajbplh2IXiJkXjQiq5aqq The Beatles 1.168048 \n",
+ "5 0GRplBEB2FWCKutwMmS6nY The Beatles 1.853118 \n",
+ "29 63uskN0xLezVg4281wzeQn The Beatles 1.005426 \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",
- "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",
+ " name neg valence \\\n",
+ "0 Wild Honey Pie - Remastered 2009 0.391178 0.153 \n",
+ "65 Because - Remastered 2009 0.466254 0.162 \n",
+ "67 Sun King - Remastered 2009 0.300809 0.197 \n",
+ "43 Come Together - Remastered 2015 0.562552 0.178 \n",
+ "58 Come Together - Remastered 2009 0.562552 0.179 \n",
+ "66 You Never Give Me Your Money - Remastered 2009 0.753448 0.226 \n",
+ "73 The End - Remastered 2009 0.478610 0.207 \n",
+ "40 Get Back - Remastered 2015 0.538810 0.212 \n",
+ "5 Ticket To Ride - Live / Remastered 0.825439 0.405 \n",
+ "29 Yesterday - Remastered 2015 0.852156 0.348 \n",
"\n",
- " scaled_ld gloom \n",
- "82 0.258755 0.461657 \n",
- "328 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 "
+ " scaled_ld gloom \n",
+ "0 0.020924 0.418731 \n",
+ "65 0.063602 0.407178 \n",
+ "67 0.049249 0.389134 \n",
+ "43 0.193293 0.385925 \n",
+ "58 0.192237 0.385658 \n",
+ "66 0.136541 0.385597 \n",
+ "73 0.123161 0.377140 \n",
+ "40 0.293898 0.357382 \n",
+ "5 0.481252 0.352950 \n",
+ "29 0.249425 0.350962 "
]
},
- "execution_count": 475,
+ "execution_count": 78,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 477,
+ "execution_count": 79,
"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",
- " </tr>\n",
- " <tr>\n",
- " <th>95</th>\n",
- " <td>1Ipl1kvks5s6GKn6oqgzeY</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.064324</td>\n",
- " <td>She's Leaving Home - Remastered 2009</td>\n",
- " <td>0.764553</td>\n",
- " <td>0.377</td>\n",
- " <td>0.355663</td>\n",
- " <td>0.336673</td>\n",
+ " <td>0.348</td>\n",
+ " <td>0.249425</td>\n",
+ " <td>0.350962</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>Eleanor Rigby - Remastered 2015</td>\n",
" <td>0.803232</td>\n",
" <td>0.845</td>\n",
- " <td>0.562401</td>\n",
- " <td>0.259783</td>\n",
+ " <td>0.419879</td>\n",
+ " <td>0.213589</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"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",
- "\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",
+ " _id artist_name lyrical_density \\\n",
+ "29 63uskN0xLezVg4281wzeQn The Beatles 1.005426 \n",
+ "34 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n",
"\n",
- " gloom \n",
- "136 0.364335 \n",
- "95 0.336673 \n",
- "26 0.259783 "
+ " name neg valence scaled_ld gloom \n",
+ "29 Yesterday - Remastered 2015 0.852156 0.348 0.249425 0.350962 \n",
+ "34 Eleanor Rigby - Remastered 2015 0.803232 0.845 0.419879 0.213589 "
]
},
- "execution_count": 477,
+ "execution_count": 79,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 478,
+ "execution_count": 80,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>63</th>\n",
- " <td>3fuEJBCK3kWnJHFTODR4cb</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.608806</td>\n",
- " <td>Ob-La-Di, Ob-La-Da - Remastered 2009</td>\n",
- " <td>0.080969</td>\n",
- " <td>0.975</td>\n",
- " <td>0.555112</td>\n",
- " <td>0.028035</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>160</th>\n",
- " <td>16aAwvjzWhM4Cgg5RYz2fA</td>\n",
+ " <th>56</th>\n",
+ " <td>0cJ053ljI4BuP5P8tJnK5j</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",
+ " <td>0.893485</td>\n",
+ " <td>For You Blue - Remastered 2009</td>\n",
+ " <td>0.471827</td>\n",
+ " <td>0.958</td>\n",
+ " <td>0.218811</td>\n",
+ " <td>0.068025</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>57</th>\n",
- " <td>3TEbDhNDU4NDXq0h86nGZ7</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.008850</td>\n",
- " <td>Hey Bulldog - Remastered 2009</td>\n",
- " <td>0.239198</td>\n",
- " <td>0.942</td>\n",
- " <td>0.335342</td>\n",
- " <td>0.059382</td>\n",
+ " <th>101</th>\n",
+ " <td>4Q75gU2hFVL4oxqFpTiT3c</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0.501468</td>\n",
+ " <td>Dance (pt 1) - 2009 Re-Mastered Digital Version</td>\n",
+ " <td>0.697406</td>\n",
+ " <td>0.905</td>\n",
+ " <td>0.111602</td>\n",
+ " <td>0.081115</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>300</th>\n",
- " <td>5VsIn7QQqcacePIb0vO0ow</td>\n",
+ " <th>20</th>\n",
+ " <td>2Q2Gu7Bv8iLenuygtBgDUw</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",
+ " <td>1.058884</td>\n",
+ " <td>From Me To You - Mono / Remastered 2015</td>\n",
+ " <td>0.529415</td>\n",
+ " <td>0.968</td>\n",
+ " <td>0.264044</td>\n",
+ " <td>0.081670</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>203</th>\n",
- " <td>4KIXWIzNcKzorNDgvMQwmD</td>\n",
+ " <th>48</th>\n",
+ " <td>72Ob0wrObCXgvGYhFs8vip</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.631592</td>\n",
- " <td>Birthday - Remastered 2009</td>\n",
- " <td>0.373731</td>\n",
- " <td>0.916</td>\n",
- " <td>0.197149</td>\n",
- " <td>0.070560</td>\n",
+ " <td>0.938049</td>\n",
+ " <td>Across The Universe - Remastered 2009</td>\n",
+ " <td>0.295525</td>\n",
+ " <td>0.862</td>\n",
+ " <td>0.230998</td>\n",
+ " <td>0.087194</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>210</th>\n",
- " <td>7cPPyMrSAQY7A686Cn9eUP</td>\n",
+ " <th>25</th>\n",
+ " <td>0Gm34HBxrXlaAf1jdJMjx2</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.891649</td>\n",
- " <td>All My Loving - Remastered 2009</td>\n",
- " <td>0.235023</td>\n",
- " <td>0.891</td>\n",
- " <td>0.292411</td>\n",
- " <td>0.072925</td>\n",
+ " <td>1.184094</td>\n",
+ " <td>I Feel Fine - Remastered 2015</td>\n",
+ " <td>0.398252</td>\n",
+ " <td>0.918</td>\n",
+ " <td>0.298287</td>\n",
+ " <td>0.088167</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>100</th>\n",
+ " <td>6ml6iL8HUdQKgtMaehAZc8</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.215580</td>\n",
+ " <td>Start Me Up - 2009 Re-Mastered Digital Version</td>\n",
+ " <td>0.524795</td>\n",
+ " <td>0.971</td>\n",
+ " <td>0.306898</td>\n",
+ " <td>0.090579</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>293</th>\n",
- " <td>3EbGioQyKyf4dycuiPOg3k</td>\n",
+ " <th>81</th>\n",
+ " <td>63nTBScSLXWwyeizXi9Rmi</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",
+ " <td>1.103784</td>\n",
+ " <td>I Saw Her Standing There - Remastered 2009</td>\n",
+ " <td>0.583951</td>\n",
+ " <td>0.971</td>\n",
+ " <td>0.276324</td>\n",
+ " <td>0.091173</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>44</th>\n",
- " <td>0cJ053ljI4BuP5P8tJnK5j</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.893485</td>\n",
- " <td>For You Blue - Remastered 2009</td>\n",
- " <td>0.471827</td>\n",
- " <td>0.958</td>\n",
- " <td>0.293083</td>\n",
- " <td>0.083988</td>\n",
+ " <th>88</th>\n",
+ " <td>0Za26pWVLQpKfXmb9FX10S</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.013658</td>\n",
+ " <td>Respectable - Remastered</td>\n",
+ " <td>0.475156</td>\n",
+ " <td>0.899</td>\n",
+ " <td>0.251676</td>\n",
+ " <td>0.097583</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>299</th>\n",
- " <td>6xJSJpO6HJwHhu7UaIc8qR</td>\n",
+ " <th>46</th>\n",
+ " <td>57n1teNb2tkcfiYagPmUWr</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",
+ " <td>0.885556</td>\n",
+ " <td>Two Of Us - Remastered 2009</td>\n",
+ " <td>0.711080</td>\n",
+ " <td>0.923</td>\n",
+ " <td>0.216642</td>\n",
+ " <td>0.107184</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>39</th>\n",
- " <td>72Ob0wrObCXgvGYhFs8vip</td>\n",
+ " <th>54</th>\n",
+ " <td>4311wT21Et0q3vepFwXjTu</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.938049</td>\n",
- " <td>Across The Universe - Remastered 2009</td>\n",
- " <td>0.295525</td>\n",
- " <td>0.862</td>\n",
- " <td>0.309408</td>\n",
- " <td>0.093370</td>\n",
+ " <td>0.718556</td>\n",
+ " <td>One After 909 - Remastered 2009</td>\n",
+ " <td>0.865737</td>\n",
+ " <td>0.904</td>\n",
+ " <td>0.170971</td>\n",
+ " <td>0.113801</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",
- "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",
+ " _id artist_name lyrical_density \\\n",
+ "56 0cJ053ljI4BuP5P8tJnK5j The Beatles 0.893485 \n",
+ "101 4Q75gU2hFVL4oxqFpTiT3c The Rolling Stones 0.501468 \n",
+ "20 2Q2Gu7Bv8iLenuygtBgDUw The Beatles 1.058884 \n",
+ "48 72Ob0wrObCXgvGYhFs8vip The Beatles 0.938049 \n",
+ "25 0Gm34HBxrXlaAf1jdJMjx2 The Beatles 1.184094 \n",
+ "100 6ml6iL8HUdQKgtMaehAZc8 The Rolling Stones 1.215580 \n",
+ "81 63nTBScSLXWwyeizXi9Rmi The Beatles 1.103784 \n",
+ "88 0Za26pWVLQpKfXmb9FX10S The Rolling Stones 1.013658 \n",
+ "46 57n1teNb2tkcfiYagPmUWr The Beatles 0.885556 \n",
+ "54 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \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",
- "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",
+ " name neg valence \\\n",
+ "56 For You Blue - Remastered 2009 0.471827 0.958 \n",
+ "101 Dance (pt 1) - 2009 Re-Mastered Digital Version 0.697406 0.905 \n",
+ "20 From Me To You - Mono / Remastered 2015 0.529415 0.968 \n",
+ "48 Across The Universe - Remastered 2009 0.295525 0.862 \n",
+ "25 I Feel Fine - Remastered 2015 0.398252 0.918 \n",
+ "100 Start Me Up - 2009 Re-Mastered Digital Version 0.524795 0.971 \n",
+ "81 I Saw Her Standing There - Remastered 2009 0.583951 0.971 \n",
+ "88 Respectable - Remastered 0.475156 0.899 \n",
+ "46 Two Of Us - Remastered 2009 0.711080 0.923 \n",
+ "54 One After 909 - Remastered 2009 0.865737 0.904 \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",
- "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 "
+ "56 0.218811 0.068025 \n",
+ "101 0.111602 0.081115 \n",
+ "20 0.264044 0.081670 \n",
+ "48 0.230998 0.087194 \n",
+ "25 0.298287 0.088167 \n",
+ "100 0.306898 0.090579 \n",
+ "81 0.276324 0.091173 \n",
+ "88 0.251676 0.097583 \n",
+ "46 0.216642 0.107184 \n",
+ "54 0.170971 0.113801 "
]
},
- "execution_count": 478,
+ "execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 479,
+ "execution_count": 81,
"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>83</th>\n",
" <td>6dsq7Nt5mIFzvm5kIYNORy</td>\n",
" <td>Radiohead</td>\n",
" <td>0.674272</td>\n",
" <td>15 Step</td>\n",
" <td>0.835488</td>\n",
" <td>0.848</td>\n",
- " <td>0.212783</td>\n",
- " <td>0.148717</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>243</th>\n",
- " <td>77SPrxY5gn6VPrKPGrfLnM</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.438813</td>\n",
- " <td>There, There</td>\n",
- " <td>0.835541</td>\n",
- " <td>0.726</td>\n",
- " <td>0.126532</td>\n",
- " <td>0.172527</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>240</th>\n",
- " <td>6CVdTDYoDbwYj4xn8u5Gha</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.452573</td>\n",
- " <td>Backdrifts</td>\n",
- " <td>0.821532</td>\n",
- " <td>0.724</td>\n",
- " <td>0.131573</td>\n",
- " <td>0.173889</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>231</th>\n",
- " <td>15ea10YpJIl3mJq75yzqsD</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.952216</td>\n",
- " <td>Jigsaw Falling Into Place</td>\n",
- " <td>0.757225</td>\n",
- " <td>0.818</td>\n",
- " <td>0.314597</td>\n",
- " <td>0.181482</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>236</th>\n",
- " <td>6P67UTTr5qN7XYSSlj0n6X</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.503609</td>\n",
- " <td>Paperbag Writer</td>\n",
- " <td>0.754680</td>\n",
- " <td>0.704</td>\n",
- " <td>0.150268</td>\n",
- " <td>0.182462</td>\n",
+ " <td>0.158860</td>\n",
+ " <td>0.130290</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>327</th>\n",
+ " <th>85</th>\n",
" <td>3OsUjkcv1C1v5udFhgRSFg</td>\n",
" <td>Radiohead</td>\n",
" <td>0.329999</td>\n",
" <td>Airbag</td>\n",
" <td>0.642348</td>\n",
" <td>0.642</td>\n",
- " <td>0.086673</td>\n",
- " <td>0.191323</td>\n",
+ " <td>0.064708</td>\n",
+ " <td>0.188200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>82</th>\n",
+ " <td>3pcCifdPTc2BbqmWpEhtUd</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>0.439692</td>\n",
+ " <td>Burn the Witch</td>\n",
+ " <td>0.582602</td>\n",
+ " <td>0.625</td>\n",
+ " <td>0.094707</td>\n",
+ " <td>0.197331</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>180</th>\n",
- " <td>53aFGAl0Vebwp2bo8wtdWR</td>\n",
+ " <th>84</th>\n",
+ " <td>37kUGdEJJ7NaMl5LFW4EA4</td>\n",
" <td>Radiohead</td>\n",
- " <td>2.019892</td>\n",
- " <td>Fitter Happier</td>\n",
- " <td>0.446841</td>\n",
- " <td>0.728</td>\n",
- " <td>0.705697</td>\n",
- " <td>0.197693</td>\n",
+ " <td>1.083467</td>\n",
+ " <td>2 + 2 = 5</td>\n",
+ " <td>0.637656</td>\n",
+ " <td>0.365</td>\n",
+ " <td>0.270767</td>\n",
+ " <td>0.317860</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>237</th>\n",
- " <td>3STByesnbcQatiGHgwi1Tv</td>\n",
+ " <th>87</th>\n",
+ " <td>1MyqLTRhgyWPw7v107BEuI</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.622541</td>\n",
- " <td>I Am a Wicked Child</td>\n",
- " <td>0.763706</td>\n",
- " <td>0.688</td>\n",
- " <td>0.193834</td>\n",
- " <td>0.199778</td>\n",
+ " <td>0.412140</td>\n",
+ " <td>You</td>\n",
+ " <td>0.688683</td>\n",
+ " <td>0.305</td>\n",
+ " <td>0.087172</td>\n",
+ " <td>0.347225</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>308</th>\n",
- " <td>3pcCifdPTc2BbqmWpEhtUd</td>\n",
+ " <th>86</th>\n",
+ " <td>05evePUsIT1cmIURp1hgu6</td>\n",
" <td>Radiohead</td>\n",
- " <td>0.439692</td>\n",
- " <td>Burn the Witch</td>\n",
- " <td>0.582602</td>\n",
- " <td>0.625</td>\n",
- " <td>0.126854</td>\n",
- " <td>0.200668</td>\n",
+ " <td>0.435957</td>\n",
+ " <td>Planet Telex</td>\n",
+ " <td>0.646349</td>\n",
+ " <td>0.272</td>\n",
+ " <td>0.093686</td>\n",
+ " <td>0.360175</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"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",
+ " _id artist_name lyrical_density name \\\n",
+ "1 0eECFDnWy0RdjMmJ8NOeAL Radiohead 0.093389 Feral \n",
+ "83 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 15 Step \n",
+ "85 3OsUjkcv1C1v5udFhgRSFg Radiohead 0.329999 Airbag \n",
+ "82 3pcCifdPTc2BbqmWpEhtUd Radiohead 0.439692 Burn the Witch \n",
+ "84 37kUGdEJJ7NaMl5LFW4EA4 Radiohead 1.083467 2 + 2 = 5 \n",
+ "87 1MyqLTRhgyWPw7v107BEuI Radiohead 0.412140 You \n",
+ "86 05evePUsIT1cmIURp1hgu6 Radiohead 0.435957 Planet Telex \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 "
+ " neg valence scaled_ld gloom \n",
+ "1 0.465216 0.751 0.000000 0.124500 \n",
+ "83 0.835488 0.848 0.158860 0.130290 \n",
+ "85 0.642348 0.642 0.064708 0.188200 \n",
+ "82 0.582602 0.625 0.094707 0.197331 \n",
+ "84 0.637656 0.365 0.270767 0.317860 \n",
+ "87 0.688683 0.305 0.087172 0.347225 \n",
+ "86 0.646349 0.272 0.093686 0.360175 "
]
},
- "execution_count": 479,
+ "execution_count": 81,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 480,
+ "execution_count": 82,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": 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/xO+ZvXw2C55d4NrNNEr23mUsG/5nOtuWnA/rJmVGNOMgboH4gDHmyUCWRUjD\nC4T9JW9ttf6W3E5+nuAslAilgnrpUnjDVjuMwhanQvHKK+G667JXVY6bGvc7C4+DV9asX8OPV/yY\n3z/5ex7782Oe4wZeGDdqHMdPOJ7zJp/HJw79BPcv2KUp6hKxCISInGuM+bmIfNXpe2PMt4KcMCgN\nLxAwvPa7bl1wl1OWfApxlU5ubiybGC1tz7PuzoFIL913IyXuVk2NPM7S4+CHrdu38sS6J1jx6gpW\nvLqCla+tZMWrK2q6o3KSY8LID7D1+SmM3jiF6VMnc8EnJzNu1LiELM8WYQSiWrfSi4p/r3HYrg7a\nbSroRiN3c3UibH/NtCe0K7cjjjEXbp31bfv6yUc6zMP35VQbIBgVHoyyPw5ZeTz8MjQ0ZF7d8Kp5\n5o1nzAmnP2bYb6lh/EOGsSsN+zxpTvzkGrNx68a0zcwUxDwO4iNe9sW9NZ1ApD0pXZTEUTrZ8mdT\nrs08Ob3Pde6iqAaw+dbtpAZM+JhGvVEerUa5jriJWyCWedkX99Z0AmFMtqp5UY6CjuitXtxnTVTX\nXxzR3NZm7VvSvnNfJIPlyohEIMCs7cjHe2ur5HMaM63ERZZekawSi0AAJwA9wAvAV8u2XmBl0BMG\nNrQZBSIrRFlVi7B0cksqzpplIBeTwzTnC3L5WOzbQZV8biSBCEozCUsYgai2JnUrMApoAUaXbW8D\nn/Ia4xCRqSLyhIg8JSJXuBzTKSLLReR/ReQBr2krDkQ6lWmRrMz+6pGwaxhHmnZ3N3zta9bMtUU2\n59r45tDOGWuTzs4sr+OdBPYJeiOfhbeRqKUguKxH7WUDcsBqYCLWWIoVwCTbMXsCjwHji5/HuKQV\ng7ZmjELBmnmsvd36G2R+pTBVZ7dqVZRVzgir93Xlgy7L2xkdlcuGRl6D9zDrbSPXoKtdX7O1oIg5\nBvE+4EbgXuD+0uYpcTgemFf2eQZwhe2Yi4GveUgrlszLDGEXATIm/NqS1Va2j7IkjrB0qseCLjFh\nizFzwtZl4qRW/qpARCsQA8AFwOPAScDtwDc8JQ5nUVxXovj5XOBm2zHfBm7BWmdiMfA5l7Tiyr9s\n4Da3v58nN841IuqxJE6TGvlVz9kZRV0mTrw8ynXT8oyAMALR4sELtY8xZraIXGaMWQgsFJHFnvxX\n3mgBjgY+BuwOPCgiDxpjVkd4juagpwcWLRo+Iuqkk6x4ROn7oM747u7sj6zKCvaRaYsWVQQrnLKz\nXmYJmTUhbvS9AAAb20lEQVRr+LySsHNBw6zaXE4pjlQPeZ02XgSiNNb9FRH5JPAy0O4x/ZeAA8s+\nTyjuK+dFYJ0xZjOwWUT+AEzGil0Mo7e3d8f/nZ2ddHZ2ejSjDujpgYULK2d09RM9tD/5J500fOoJ\nh4Jq2Pnt4tJMkcsocQvqVymFPGhKZli3LtzvoxJCt3S8PMolgS6lMWtW4wjF4OAgg4OD0SRWq4kB\nnIYVSD4Syw20FDjdS/MEGMHOIHUrVpD6g7ZjJgHzi8fuBjwKHO6QVkwNsAwRtWPXr8upnv0e5aR9\nHQ75vqQ9X9UUX7fK4/XFkQ1O7iU/LiangeVx9Mfwcu19fcN7IDeqq4k4YxBhN2Aq8CTwNDCjuO8i\n4MKyYy7H6sn0CHCpSzoxZF2GiONtbrZonDHZcDDbbCiN6HY1peBjcJ/HUi3JGU5Gj3ZO2+mRdgu1\n+bUviploHIanNOTrEatAADc7bF8Hzgh60kCGNrJAxPU2Z6GwTJqsiKLXQt+PmFQp1eyFcVzZ4DVd\nt0fPTSDA39rSYa8vij4h9ULcAnEb8Afg0uI2CPwYmAvcFPTEvg1tZIGIs1BLy92S1nmzIhBeTfHj\njqoybYe9MO7o8F6Q+7lNXuscXke5l29+pqgKW/dJaoqsLBC3QDwEjCj73AI8WIwZrAp6Yt+GqkDE\nTl+fFf5obw854WiaLZcMtZqqeYNKBfOSdh/33qVUcxp419FROxuCZpUXUan2SJdCbWFr8GHqIE6x\nkKgn2c0KcQvEk8CeZZ/3BJ4s/r886Il9G9rIApGBQq2vr/JlDfzCpC14aQepTfUCqPy7LgpmIx7v\nvUOiT07vc5rlfJiryS0b4m641nqkvbZy4iIDj0kixC0QFwDPFd1KPwGeBf4Ba8zCjUFP7NvQRhYI\nY1J/Wp0Kmfb2gHalLRAxE7YGbf+uCyte4SmPy06+uK/g6K7x2qPIz20qv+a+vuHX75Yf9v32NDo6\nmqMXUdrE3osJ2A84o7jtH/RkYbaGF4ioCCg0TgJx1qgQPoiMuHmiJqwPvtZ3fnALtAbtcup2LdXi\nBq2tw7u9urmy7GJg85JlbrqORiLuFoRgTZFxdfHzgcBxQU8Y2FAViNqEKJidXEzPHByiJGuQ9nvQ\n3kHVbkVU+lmtR1CUt6naeaqdu5YwRNXAbJBHLTbiFohbge8Bjxc/7w0sDnrCwIaqQNQmZNW0Ikid\npqsoA2+9U0Hux29e7RKiuLxqNfsog71BBKKabVHa29fXsI3VyIhbIJYV/y4v26cLBkVJVIVh1AW6\n7S3f1tpmZh/cZ5a0583ajvgK7sV9BbMpl/5b75SdXnoHJUlfnzEiw230M3Gel9ZMEBeTH1EJY2+z\nDHYLQ9wC8XCxS2tJKN6XZO+lMjuizbWsUCgMf8PCTIsZh++/+Lav7cibq1v6hvW42dYafelYKBiz\nIFdZusS+RKcD1fryZ8Wl4SZiYX5fa7yElyC1H4EIa699a2/Pxr3JCnELxDnFQXEvAtcVu71+OugJ\nAxvaqALh5LPw88bYian0yueN6Sd+l5PbeWJfotOBNGLtfm9f2EZjXF5Ep5p+R4fz497eHq6DnFuM\nw8v9ypLYx0USvZgmAf8IXIJtsr2ktoYVCNf+pdEQdjBR6bcdHckJRBcFs4mdrarNtA6briJJN0KS\nBYhfQXIKAtvHW9SyPU4RdDq/m7sqTAe5UovGbTyIn7QaUSSSEIgRwP7FHkwHAgcGPWFgQxtVIKJu\nQZQR5gWw/7a11ZhPthQScTH9TetwgdiSokC42RjHamp+xyW4xQVKhabXex+1CNZKr1BwLszdHvtq\n4ynK0/fbGkqzD0aSxO1iuhRYx87ZVh8FHgl6wsCGNqpARBmDsBHmBXDzbc/oKMQepF7bkQ0XkxP2\n2xXlLfNzv2r54v3WpqMizDgRp7mQ/FRy/FaIVCCiEYjVWKvKJSoIDnZEmGUZI8a4gacXwOH8qb48\nDidPI0jt0bTI8sZPARdEIJII3noNmhcK3nog+X0O/bxK6mKKRiAeAFqCniCqraEFIiY8vQAuB6X6\n8mT4zY1TIIzxXsD5dTHZv48rO722DIzxNqYk7oqKBqnDC8RsYBEwE/hqaQt6wsCGqkAEouYLUOUN\nXNxnuZOWtFvz/kRyvsgMT4ewLiavgWOvIuHW9bT8+yTdTV5bBqVj45px1p5GBh+lxIhbIK5x2oKe\nMLChKhDxUK2zv883M8MV/0gJGqSOq0CsVQAm7S6MarS5n2PcaJZnshqx92LKwqYCETGlt66jw/tQ\n2BpO7CwF/bJYa/SSP0F87knUwv2QpUI5S89kWoQRiBxK89HfD9Omwfz5sHy5ta+jA/J5mDMHurud\nf/fGG9Zvpk2z0sgo5ZdXB+aGYtYs2LRp5+dNm6x95XR3W7c1n699i6Mg6fMpMRJUWZLe0BZEdHip\nVlWLgrpUw7JSc8xqrTGO2n5WrzUrZOWZTBPibEGIyEe87FMior8furqsLc1qb3k1sL3d90+05liJ\nl/zxm4c9PdDWtvNzW5u1T7HQZzIktRSE4iR9tfbFvdEMLYg4qjte5juocZ7FfcNHUG+kzXOvpjRo\ntlpjFuMtxqhdWYE4gtTACUAP8AJl3VuBXnS673iI2l9QraT08Zbk89b8SP3kTT9500Uh826MZisE\nskZWRTqrdsVJGIGo5mJqBUYBLcDosu1t4FPRtmOUWKgWwezupr9ngC4G6JrVXdObNUA33QzQzQAD\nZL+N3t0NAwPWpi6FCPHoAvUSPE+DrNqVVVrcvjDGLAQWishPjDFrErSpeenpgUWLdj7BMTqUSz19\nSqdatMjdP5ugWUoM9PfDzJmwZg1MnAjXXx9QNP08NEpjUKuJARwG3AYMAPeXtqBNlqAbzeBiMiZa\n30iViQDjnONGSZZq9ybsyO9h+HhosurKyapdcUKcA+WAlcDFwHHAMaUt6AkDG9osAhElEQqEkk1q\nFXhe5o7yLP4+H5q4R0kHpdkqO3ELxNKgiUe5qUAEoMoL3Yw1qUakVpldSyBcn4MIer/VQp/BZAgj\nEF5GUt8tIl8Skf1EpL20ReXiUtJB+4c3Bz090No6fF9r684YklPQdnCmy1D0iB8aDRjXAbUUBHjO\nYXs2qCIF3dAWhH+0itbweB2d7Ta5oFMLY0l7Mv5HdXMmA3G2IIwxBzls749PspTI8FPjy8oIbsUX\nXkdnL1sGr79u/S3//qSTKtPce+94bS6ho8DrgFoKAuwGXAXcVvx8KHBaUEUKuqEtiPjQlkYgGiHY\n6VSLn9ER/fPglleNkIdZh5iD1L8G/gX4X7NTMFYEPWFgQ1Ug4kPb+r6JS1OTLjBdb32Ehmj9I13i\nFoglxb/Ly/bpVBuNhEMpkZU1oLNKHJrqVJAu7otXMZIovLX+kS5hBMJ1JHUZW0WkDTAAInIwsCWs\na0vJELah0ttb2/jCYz3M32p9rQNmk8Heq+evN/Vz5NXTYCi+kculGEap91BPj95npYxaCgLkgYXA\nWuAXwP8BnUEVKeiGtiDipcylMKOjoDW+GsRR87bXtPtpjKq3upjShZh7Mc0HzgTOA34JHGuMGfQq\nQCIyVUSeEJGnROSKKsf9pYi8JyJnek1biZCy2e2WjslYFTKDPaziGEdi79UzokHWe9QxN/WLWAJT\n4yCRo4C/oGxyP2PM7zz8Lgc8BXwceBlYDHzGGPOEw3HzgU3A7U5pi4jxYqsSHvucbG1tKb7UmTIm\nfvr7d7p7zt+/nzPumMZuWNf+Lm2s6pvDsVd6u/bytNR11LyICMYYCfTjWk0M4HZgCXAH8OPidruX\n5glwPDCv7PMM4AqH4y7Dmu/pduBMl7SibXcpVUm6N43r+Zo4whlmHY4suHXSmItJu81WQsy9mFYF\nThzOojh+ovj5XOBm2zH7Aw8U//+xCkT8ZO0lqlqYNblABL30tLMtjvW3ozhnMxJGILx4Of8kIocH\nap544yagPDYRrCmkeKLfZZqdNKk6J0/GhtsmGQ7J2KX7wss8S1HPxaRzO0WPl26uPwEeEpFXsLq3\nCpYiHeXhty8BB5Z9nlDcV86xwK9ERIAxwKki8p4xZq49sd7e3h3/d3Z20tnZ6cEEpRy3lyiz/ukM\n9cNMer2cMJeuizw1L4ODgwwODkaTWK0mBrAaOB04CJhY2rw0T4ARxd9PxFrCdAXwwSrHq4spZtJ2\nPThRL66BLOZdNdJ0JaqLKTsQcwziwaCJF38/FXgSeBqYUdx3EXChw7EapI6ZrL5EkRRmZYks7is4\nLmfg5xz24+tNINIm6SB1tVlrm5m4BeL7wJ3A2VjjIc50K8Tj3FQgoiNrQepIsCnfRtpMF4UdIjh9\nujG5nHdhdBLSvr5siqsfGvLem+xWfLJAGIGoOQ5CRH7s7JkyX/DqxooCHQeREPXaeb6ry4q6lzFA\nnm4GXH+Sz1tjAz0mRz5vZUk9Zg809pASt/vldn+biTDjIGoGqY0x5wdJWKlDko7C1iHd3fWbHXXX\nQUFJHdduriLyL8W/3xWRm+1bciYqiVHP/QRtfULfpY1ZWN12cg5PeS5XvVdPPXcxbUb0fsVDtRbE\n48W/S5IwRFH8Uu4NO+mkbt6ZNIdPrZnFxInwf2f1YBZ2k8daNe2663ZqXy4HX/ta9ZpzhnrXeqaW\nd7CRu77W4/2qC2oFKYBPe9kX94YGqeOnjiJ9dlPLN7culY0YnC3h9dY1ej4olRBzkHqZMeboWvvi\nppmC1KnGieskSO0UlCyn2QKUWQjS1smj03TEEqQWkVOBTwDjbTGHPYBtQU6m1Cb1OHE9R2EVz0Rd\nmKf+3CqxUG0uppex4g+bgaVl21xAb3tMRBonzuA6ClFhD0qWE9a3Hjbb0sh2P0HaOObjquf+DUoV\navmggF2C+q+i3GiSGERko3XrKJ4QlHJ/el9fNL71sNmWZrZ7jS/EMSJcR5lnF2IeSf0RrMV8ngKe\nBZ4Dng16wsCGNolARFbA6BsbiLDZVg/ZHoeNTVAfqVvCCISX2VxnA/+E5V7aHnEDRrGh3fWUuImj\nu6s+t42Jl15MDxtjPpyQPdXsMLVsVcpo5HkVYiRsttVLttcKUmuPpMYhTC8mLwJxA9a03b/DWg8C\nAGPMsiAnDIoKRAD0LQ9E2Gyr92yvF5FTvBG3QDzgsNsYYz4W5IRBUYFQlGTIwpgKJTrinqzv5CAJ\nK0pmqPcqvaKkRM01qUVkrIjMFpF5xc+Hi8gF8ZumpE1DDKPI4iLcGUcnvlNKeHExzcNaCvRKY8xk\nEWkBlhtjPpSEgWV2qIspQRrGD63+kkCk3ehK+/yNRBgXU80WBDDGGPMbYAjAGLMN7e4aLxmouuvI\n2Oamu9vS0IGBdMRBG33ZwItAbBSRfQADICLHA2/FalUz00hvRwaErp78JVnIriyglZMMUWskHXA0\n8EcsUfgj1ojqo4KOzAu60SQjqbMyFDf0yNgsDa3N6BzX9qlCspJdaRPmFcjorU4V4pxqw0qfFuAI\n4EhSmptJBSJ5Qr1sGbqOLGLXz1xOs6tE0LpFluokWSKMQFRbcvQvRWRcsWTeBhwDXAfMEpH2WJoz\nSqZcImn6oRsduxtlaCg9W7JGadqOfN7avHaOUNdU9FSLQfwQ2AogIh8FbgB+iuVqui1+05qUoG9H\n1siQ0NUL5WtnN3t2aeUkG7h2cxWRlcaYycX/vwesNcb0Fj+vMMZMScxKtJtrXaJ9FV1x6kZ85ZWw\ncKH1WbPLPw3TNTtiYplqQ0T+F5hijNkmIk8AFxpj/lD6zhhzZGCLA6ACoTQaqp/Ro3laSVwCcSXW\nkqPrgAOBo40xRkQOAe4wxnwkqMFBUIFQFEXxT2yT9RXHPOwHDBhjNhb3HQaMMjqba/Oh1TNFqTti\nnc01K6hAJEuFFqAOXkWpR1QglEhxCvY9P6mLMct1TiOl/mj2hm/cczEpTYZTf/I1a9KzR4mXepvi\nw4+9jTRzTRp4WZNaUfjtxB6O2RTxQsZK6thbi4sWZdtz6Ndet8FzWb2+rKEtCKUCpzFundc3yAA+\nZRj1Nvq43uytd7QFoVRQGsxd6bftVlFQ6oqeHquVoQ3fYGiQWlEaGHuAFio/++2clmbQN8hoaQ1S\nay8mRVFs2AvT1lbr79at1t9S4QreC9AsTGfR7AW+X1QgFH/oG9YUOK22asdvT+Wsr+Cqj3YlYQQi\n9hiEiEwFbsIKiM82xnzD9v1ngSuKHzcAFxtjHo3brqal3rqtKIpH9NGOnlh7MYlIDrgF6MZacOhs\nEZlkO+xZ4KPFmWP7gB/FaVPTo91AmgZ7b7TW1p1uJggWsM3yLO76aEdP3C2I44CnjTFrAETkV8AZ\nwBOlA4wxD5Ud/xAwPmabFKUpcOqNBuFcMO493JRGJNYYhIicBXQbYy4sfj4XOM4Y82WX4y8HDisd\nb/tOYxBRkIUoo6LEgD7azmQ6BuEVETkZOB840e2Y3t7eHf93dnbS2dkZu10Nh1YBlQZFH22LwcFB\nBgcHI0kr7hbE8UCvMWZq8fMMrAW07YHqo4C7gKnGmGdc0tIWhKIoik+yPFnfYuAQEZkoIq3AZ4C5\n5QeIyIFY4vA5N3FQFEVRkidWF5MxZruIXAIMsLOb6+MicpH1tbkN+DegHfi+iAjwnjHmuDjtUhRF\nUWqjA+UURVEamCy7mBQlFuptDQNFqUe0BaHUHdqdUVG8oy0Ipa7x2xrQEbOKkgwqEEqq6JKQ4VF3\nmxIX6mJSUiXI7KDqYtqJ5oVSC3UxKU1Ft65+ugN1tylxkpmpNpTmJOiSkN26+qmixI62IJRU0dZA\nOLI8/bZS/2gMQlHqHF1FTamGLjmqKIqiOKJBakXxSBRdQrVbqdIsaAtCaRqi6BKq3UqVekNbEIri\ngSi6hGq3UqWZUIFQFEVRHFGBUJqGKLqEardSpZnQGITSVETRJVS7lSr1hHZzVRRFURzRILWiKIoS\nOSoQiqIoiiMqEIqiNDU68NEdjUEoitK0NMPAR41BKIqiBEAHPlZHBUJRFEVxRAVCUZSmRQc+Vkdj\nEIqiNDWNPvBRB8opiqIojmiQWlEURYkcFQhFURTFERUIRVEUxREVCEVRFMURFQhFURTFERUIRVEU\nxREVCEVRFMURFQhFURTFERUIRVEUxZHYBUJEporIEyLylIhc4XLMzSLytIisEJEpcdukKIqi1CZW\ngRCRHHAL0A0cAZwtIpNsx5wKHGyMORS4CPhBnDalxeDgYNomhELtT5d6tr+ebYf6tz8McbcgjgOe\nNsasMca8B/wKOMN2zBnATwGMMQ8De4rI2JjtSpx6f8jU/nSpZ/vr2Xaof/vDELdAjAdeKPv8YnFf\ntWNecjhGURRFSRgNUiuKoiiOxDrdt4gcD/QaY6YWP88AjDHmG2XH/AB4wBjz6+LnJ4CTjDGv2dLS\nub4VRVECEHS675aoDbGxGDhERCYCrwCfAc62HTMX+Efg10VBWW8XBwh+gYqiKEowYhUIY8x2EbkE\nGMByZ802xjwuIhdZX5vbjDH3isgnRGQ1sBE4P06bFEVRFG/UzYpyiqIoSrJkNkgtInuLyICIPCki\n/SKyp8MxE0TkfhF5TEQeFZEvp2Grzaa6HRhYy3YR+ayIrCxui0TkQ2nY6YaXvC8e95ci8p6InJmk\nfbXw+Ox0ishyEflfEXkgaRur4eH52UdE5hWf+0dF5LwUzHRERGaLyGsi8kiVYzL53kJt+wO/u8aY\nTG7AN4B/Kf5/BXCDwzHjgCnF/0cBTwKTUrQ5B6wGJgK7ACvs9gCnAvcU//8w8FDaee3D9uOBPYv/\nT82K7V7tLzvuPuC/gTPTtttn/u8JPAaML34ek7bdPu2/Bri+ZDvwOtCStu1Fe04EpgCPuHyfyffW\nh/2B3t3MtiCwBtDdUfz/DuBv7QcYY141xqwo/v8O8DjpjqGo54GBNW03xjxkjHmr+PEhsjVexUve\nA1wK/Bb4c5LGecCL/Z8F7jLGvARgjFmXsI3V8GL/q8Do4v+jgdeNMdsStNEVY8wi4M0qh2T1vQVq\n2x/03c2yQOxrir2ZjDGvAvtWO1hE/gJLQR+O3TJ36nlgoBfby/kHYF6sFvmjpv0isj/wt8aYW4Gs\n9Yrzkv+HAe0i8oCILBaRzyVmXW282P8j4AgReRlYCVyWkG1RkNX3Ngie3924u7lWRUTmA+UqLIAB\nrnI43DWaLiKjsGqFlxVbEkqMiMjJWL3NTkzbFp/chOWuLJE1kahFC3A08DFgd+BBEXnQGLM6XbM8\nMxNYaYw5WUQOBuaLyFH6ziaH33c3VYEwxuTdvisGXMYaY14TkXG4uAREpAVLHH5mjPl9TKZ65SXg\nwLLPE4r77MccUOOYNPBiOyJyFHAbMNUYU61JnjRe7D8W+JWICJYP/FQRec8YMzchG6vhxf4XgXXG\nmM3AZhH5AzAZy/efNl7s/whwHYAx5hkReQ6YBCxJxMJwZPW99UyQdzfLLqa5wHnF/6cDboX/7cAq\nY8x3kjCqBjsGBopIK9bAQHvhMxf4POw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+ "image/png": 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G/WyzWEf2+vG+F+r7GPXvRFB8bYNQ1fuAnwA3AmuBrwWdHEpBkCNqo7Rtr7LF\nGPX7JXgZEBfH9gk/3vdCfB/t1qOF4aWRGpwpNv4OzAK2JnsymQIKc2qAOExLEPcDbLbG71I6oGX7\nnDr6fWxvmhCTo2x1UMB/AOtxZlt9HXgDeD3fOq18fyihNogw6tLjUI/fXoxxqbOO6+yoheL1c+rI\n9zGv2XeLGD63QawAjlLVj/1MVNkUextEivViap9bjHFoQ2lPsbZPtJbr55Tv9zHu34dC83UkNc49\npdsYGmMKLcwRtVEczduaW4xxv1l9HKr4CiHXzynf72OqOq/1NCFx+C5EjZcE8Q5QLyJzgF3zYKrq\nb32LyngShzP+IAR9gC30+14qB7QgP6fW04QU23sZFC+N1O8BT+PcMrR72o8JUSk1amYT5NTOfr3v\nOU0nHlNBT8Ed9Z5tcZC1DSIqSqUNwgurY3Xn9xVVsbzvYV95hr39UuP3XEwmYuIwbiEMfp8xFsP7\nHoUrTzuzjw+7goihYjmTjZu4v+9xj9/kx9crCBH5spcy03FeB3rZ7RTDEff3vRiugEywPM/mmq3M\nb8V+BZHPTJ9WlxuOuL7vpXAFEdfPxk8duYJoM0GIyDHAscAPgFvTnuoBnKs23XfBlMI/rokGt9uI\nFkuPqWKYTt0Pfg2UqwS6JZdJ79a6CWdGV9OOXM5k4j7Qy8REIkHd4JWc8uog3t1SXVRn2enzL6X+\njyZMcMZCFMs+hqHNBKGqzwLPisjdqroqwJhiL9czmVIZSWtClPal7NvURN+pU+HI4jm9tpMsf3hp\ngzgE+BEwiLSEoqon+RpZZhyxqGLKt7qomC/9TchKoA6zBHYxb37PxTQTuA34C9Ccz0ZKSb5nMjY1\ngPFNCZxel8p0JUHzcgXxqqoeEVA87cVR1FcQxvimhL6U1ospk98jqR8VkX8TkX4i0jv1k8/GSkHc\n+8qbIlRCX0obpV1YXq4g3nUpVlU9yJ+Q2owjFlcQKXYmYyLHvpQlyZdxEFETtwRhjDFR4PdUG11F\n5FoRuSP5eIiInJXPxozxW5TvS21M3Hhpg7gLaMIZVQ2wBrjBt4iMyVMUZio1pph4aYNYoKpfEpFF\nqjoiWfaaTbVhoqSEOuoYkxO/ezE1iUgVoMmNHUzarUeNiQKbqdSYwvMyUO464AlgfxG5D/gy8B0/\ngzImVzZdiTGFl/UKQlWfBs7DSQrTgS+par3XDYjIaSKyVESWiciV7Sw3VkRaRCTQacRNcSihrv7G\nBMZTN1e9ykohAAAOqUlEQVQROZzMuZj+n4fXdQKWAScDHwDzgQtVdWmr5boBc4AKYKKqLnRZl7VB\nmKzi2tU/rnGb6PN1LiYRuRM4HHgTaEkWK5A1QQCjgOWp2WBFZAZwDrC01XLXA78GfuwtbGPcVVfH\n7wBr9zFonyXP8HhppD5aVb+kqt9W1fHJn0s8rr8/sDrt8Zpk2S4iMhwYoKqPeVxnpFk/fJOL9PsY\nbNzo/J4wwb4/KdZ1OVxeEsSLIjIsz/W7XdbsqicSEcG5W90Ps7wmFuzLbHJlva/aZskzfF56Md2D\nkyTW4XRvFZy5mA738No1wAFpjwfgtEWkdAcOA+qTyWI/4BEROdutHWLSpEm7/q6traW2ttZDCMGw\nO1qZfFjvq7aVwCzlvqivr6e+vr4g6/IyUG4FcAXwBrvbIPBylzkRKQPewmmkXgu8AtSpakMbyz8D\nXKGqi1yei3Qj9fz5zpXDxo27y3r0gLlzndkljWmL3SzKnQ1+LAy/bxiUUNVZ+axcVZtFZCLwFE51\n1lRVbRCRycB8VZ3d+iXEtIrJzgT35EfDYrE2VtrNotzZTYDC5+UK4o/A3sCjpI2g9tLNtZCifgUB\ndiaY4kevHOvpU7qK9cQgKL5O9y0id7kUaw49mQoiDgkC7MvsR7WAVTUYkz9fq5hUdXw+Ky5VceyH\nX0h+NCxaY6Ux4WgzQYjIT1T1ZhGZQlrX1BRV/U9fIzOx5EdbjLXvGBOO9sZBpHoaLQBedfkxJoMf\ncyLZPEvGhMNLG8Q4VZ2ZrcxvcWmDMA7rxWRMNPjdSL1QVUdmK/ObJQhjjMmdL43UInI6cAbQX0R+\nl/ZUD2BnPhszxhgTH+31YvoAp/3hbPZsc9gM/LefQRnjB6uiMiY3XqqYKlR1R0DxtBeHVTGZvNlA\nO1Oq/G6D+DIwCRiIc8WRmqzvoHw2mC9LECZfNtDOlDK/52KailOl9CrQnM9GjAmTDbQzJj9eEsRG\nVX3c90iM8UkpDbSzdhZTSF5uGPSMiPxGRI4RkZGpH98jM6ZASmWgnd2wyhSalzaIZ1yKVVVP8iek\nNuOwNgjTIcV8dm3tLKYtfk/WNzqfFRsTNcU8kaK1sxg/ZK1iEpF9RWSqiDyefDxMRCb4H1ppSCSc\nu9HZfXZNR5RSO4sJjpc2iLuBJ4HPJR8vA37gV0ClxOqMTaFEvZ3FToTiyUsbxHxVPVJEFqnqiGTZ\nYlUdHkiEu+MoqjYIqzM2fohiO4sNUgxXR9ogvFxBbBWRPiTvCSEiRwMb89mY2S1VZ5wuVWdsTL6q\nq+HII6OTHBIJJzls3w4bNzq/J0ywK4m48DIO4gpgFnCwiPwDqAbG+hpVCbA64+iL4tl43Fjjebxl\nvYJQ1YXAicCxwOXAYar6ut+BFbuo1xmXOmsfKgw7EYq3NtsgRORIYLWqrks+/hZwPrAKmKSqGwKL\nkuJrg0ixs9Tosfahwkq1QVRUOMnB2iCC5ctkfSKyEBijqhtE5ARgBvAfwHCgRlUDrWYq1gRhomf+\nfOfKYWNaS1uPHjB3rlO/b3JnJ0Lh8WugXFnaVcIFwB2q+hDwkIgszmdjxsSBVYsUXjEPUixm7bVB\nlIlIKoGcDMxLe85L47YxsWTtQ8Y42qtiugbnlqPrgQOAkaqqIjIYuEdVvxxcmFbFZIJn1SKmGPh2\nw6DkmId+wFOqujVZdgjQLdm7KTCWIIwxJne+3lEuKixBGGNM7vweSW2MMaYEWYIwJoZs8jsTBEsQ\nxsSMjfI2QbE2CGNixEZ5m1xZG4QxJcJmATZBsgRhTIwUYpS3tV8YryxBGBMjHR3lbe0XJhfWBmFM\nDOUzytvaL0pTpNsgROQ0EVkqIstE5EqX5/9bRN4UkcUi8rSI7O93TMbEXT53jrP2C5MrXxOEiHQC\nfg+cChwG1InI0FaLLQSOSN7j+iHgN37GZEypsllqTa78voIYBSxX1VWqugPnnhLnpC+gqs+q6mfJ\nhy8B/X2OyZiSZLPUmlz5PW13f2B12uM1OEmjLROAx32NyJgSVlcHY8bYLLXGG78ThFvDiGtLs4h8\nEzgC5/7XriZNmrTr79raWmprazsWnTElyG7eU9zq6+upr68vyLp87cWUnC58kqqelnx8FaCq+utW\ny40B/hc4QVU/bmNd1ovJGGNyFOVeTPOBwSIyUEQqgQuBWekLiMgI4Dbg7LaSgzHGmOD5miBUtRmY\nCDwFvAnMUNUGEZksImclF7sZ2AuYKSKLRORhP2MyxhjjjQ2UM8aYIhblKiZjjDExZQnCGGOMK0sQ\nxhhjXFmCMMYY48oShDHGGFeWIIwxxriyBGGMMcaVJQhjjDGuLEEYY4xxZQnCGGOMK0sQJhSJBMyf\n7/yO4vqMMZYgTAimT4eBA+GUU5zf06dHa33GGIdN1mcClUg4B/Ht23eXVVXBqlX53cSm0OszptjY\nZH0mNlauhMrKPcsqKpzyKKzPGLObJQgTqEGDoKlpz7IdO5zyKKzPGLObJQgTqOpqmDrVqQbq0cP5\nPXVq/tVBhV6fMWY3a4MwoUgknGqgQYMKczAv9PqMKRYdaYOwBGGMMUXMGqmNMcYUnCUIY4wxrixB\nGGOMcWUJwhhjjCtLEMYYY1xZgjDGGOPKEoQxxhhXliCMMca4sgRhjDHGlSUIY4wxrixBGGOMcWUJ\nwhhjjCtLEMYYY1xZgjDGGOPKEoQxxhhXliCMMca4sgRhjDHGle8JQkROE5GlIrJMRK50eb5SRGaI\nyHIReVFEDvA7JmOMMdn5miBEpBPwe+BU4DCgTkSGtlpsArBBVYcA/wPc7GdMUVVfXx92CL4q5v0r\n5n0D279S5vcVxChguaquUtUdwAzgnFbLnAPck/z7QeBkn2OKpGL/khbz/hXzvoHtXynzO0H0B1an\nPV6TLHNdRlWbgU9FpLfPcRljjMnC7wQhLmWaZRlxWcYYY0zARNW/Y7GIHA1MUtXTko+vAlRVf522\nzOPJZV4WkTJgraru47IuSxrGGJMHVXU7Wc+qvNCBtDIfGCwiA4G1wIVAXatlHgW+DbwMjAPmua0o\n3x00xhiTH18ThKo2i8hE4Cmc6qypqtogIpOB+ao6G5gK/E1ElgMf4yQRY4wxIfO1iskYY0x8RW4k\ndbEPrPOwf/8tIm+KyGIReVpE9g8jznxk27e05caKSIuIjAwyvo7ysn8i8vXk5/eGiNwbdIwd4eG7\nub+IzBORhcnv5+lhxJkPEZkqIh+KyOvtLPO75HFlsYgMDzK+jsq2fyJykYi8lty3F0TkC55WrKqR\n+cFJWCuAgUAFsBgY2mqZ7wN/TP59ATAj7LgLvH8nAl2Sf38vLvvnZd+Sy3UDngX+CYwMO+4Cf3aD\ngVeBHsnHfcOOu8D7dztwefLvGuDdsOPOYf+OA4YDr7fx/OnAnOTfRwEvhR1zgffvaKBn8u/TvO5f\n1K4gin1gXdb9U9VnVfWz5MOXyBw3ElVePjuA64FfA41BBlcAXvbvUuAPqroJQFXXBxxjR3jZvxag\nR/LvvYH3A4yvQ1T1BeCTdhY5B/hrctmXgZ4ism8QsRVCtv1T1ZdUdWPyoefjStQSRLEPrPOyf+km\nAI/7GlHhZN235GX7AFV9LMjACsTLZ3cIcGjyEv6fInJqYNF1nJf9mwxcLCKrgdnAfwQUWxBa7//7\nxOfkLFffxeNxxe9urrkq9oF1XvbPWVDkm8AROFVOcdDuvomIALfidGlu7zVR5eWzK8epZjoBOAB4\nXkQOS11RRJyX/asD7lLVW5NjnO7FmWOtGHj+34wzERkNjMepksoqalcQa3D+sVIGAB+0WmY1sD9A\ncmBdD1Vt79IxSrzsHyIyBvgp8NXk5X4cZNu37jgHk3oReRenTvSRGDVUe/ns1gCPqGqLqq4E3gKG\nBBNeh3nZvwnAA+BUWQBdRKRvMOH5bg3J40qS6/9mnInI4cAdwNlej5lRSxC7BtaJSCXOmIhZrZZJ\nDayDdgbWRVTW/ROREcBtOB/ixyHEmK92901VN6nqPqp6kKoeiFMP+lVVXRhSvLny8t18GDgJIHng\nHAK8E2iU+fOyf6uAMQAiUgN0jlk7i9D2Vess4FuwawaIT1X1w6ACK5A29y/Z2/Mh4GJVfdvzGsNu\nfXdpbT8N58xrOXBVsmwycFby7844ZzHLcQ4yg8KOucD79zTOqPOFwCLg4bBjLtS+tVp2HjHqxeR1\n/4BbgDeB14BxYcdcyP3D6bn0Ak4Pp4XAyWHHnMO+TcO5ImgE3sOpZrkcuCxtmd/j9OR6LYbfzXb3\nD/gzzkDk1HHlFS/rtYFyxhhjXEWtiskYY0xEWIIwxhjjyhKEMcYYV5YgjDHGuLIEYYwxxpUlCGOM\nMa4sQZiSJCLPiMgprcr+S0R+385rNvsfmTHRYQnClKppZN7+9kJgejuvsUFDpqRYgjCl6iHgTBGp\nAEjeN70fsFhE5orIguQNVs52e7GI/EhEXknegOW61DpEZImI3CEi/xKRJ0Skc/K5g5M3gFqcXPeB\nba3HmKiwBGFKkqpuAF7BmV4CnKuH+4HtwNdU9Us48yrd0vq1yaqpIao6ChgBfElEUrNjDgamqOrn\ngY3A+cny+5Llw4FjgbVZ1mNM6KI23bcxQZqBkxgeTf4ej3PSdJOIHI9zg5zPicg+qvpR2uu+Apwi\nIgtxJkfbC2divtU4d1l7I7ncq8AgEekGfE5VZwGoahOAiLS1nhd83GdjPLMEYUrZw8AtyRl0u6jq\nYhH5NtAHGKGqLcmpybu0ep0AN6rqn/codKqp0u+U15x8bVuzbLqux5iosComU7JUdSvO/bHvxGm0\nBugJfJRMDqNx7tGckjrIPwlcIiJ7AYjI50SkutUy6dvZDKwWkXOSy1eKSFWW9RgTOruCMKVuOk6D\n9QXJx/cBj4rIa8ACoCFtWQVQ1adFZCjwonOjPDYD38Spkmqrp9O3gNtF5BdAE85U4G2tJ1G43TMm\nfzbdtzHGGFdWxWSMMcaVJQhjjDGuLEEYY4xxZQnCGGOMK0sQxhhjXFmCMMYY48oShDHGGFeWIIwx\nxrj6/z9e19cojMrbAAAAAElFTkSuQmCC\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xab2b9d2c>"
+ "<matplotlib.figure.Figure at 0x7f2d7274df28>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 481,
+ "execution_count": 83,
"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>Can't Buy Me Love - Remastered 2015</td>\n",
" <td>0.738387</td>\n",
" <td>0.957</td>\n",
- " <td>0.521343</td>\n",
- " <td>0.202768</td>\n",
+ " <td>0.389226</td>\n",
+ " <td>0.156831</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>Help! - Remastered 2015</td>\n",
" <td>0.823915</td>\n",
" <td>0.810</td>\n",
- " <td>0.570870</td>\n",
- " <td>0.275942</td>\n",
+ " <td>0.426202</td>\n",
+ " <td>0.230088</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>Eleanor Rigby - Remastered 2015</td>\n",
" <td>0.803232</td>\n",
" <td>0.845</td>\n",
- " <td>0.562401</td>\n",
- " <td>0.259783</td>\n",
+ " <td>0.419879</td>\n",
+ " <td>0.213589</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>Two Of Us - Remastered 2009</td>\n",
" <td>0.711080</td>\n",
" <td>0.923</td>\n",
- " <td>0.290179</td>\n",
- " <td>0.130498</td>\n",
+ " <td>0.216642</td>\n",
+ " <td>0.107184</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>One After 909 - Remastered 2009</td>\n",
" <td>0.865737</td>\n",
" <td>0.904</td>\n",
- " <td>0.229005</td>\n",
- " <td>0.136137</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>71</th>\n",
- " <td>3OSi8ehmSWLTD5KatlzX8r</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.733338</td>\n",
- " <td>Don't Pass Me By - Remastered 2009</td>\n",
- " <td>0.857831</td>\n",
- " <td>0.948</td>\n",
- " <td>0.234420</td>\n",
- " <td>0.120451</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>104</th>\n",
- " <td>77f3aNeabAbOaSB32Sd5QE</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.620131</td>\n",
- " <td>Eleanor Rigby - Remastered 2009</td>\n",
- " <td>0.803232</td>\n",
- " <td>0.821</td>\n",
- " <td>0.559261</td>\n",
- " <td>0.264054</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>132</th>\n",
- " <td>67tvBtAhsfHBFpuqJ13ZUq</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.924368</td>\n",
- " <td>Act Naturally - Remastered 2009</td>\n",
- " <td>0.722619</td>\n",
- " <td>0.946</td>\n",
- " <td>0.304396</td>\n",
- " <td>0.128762</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>133</th>\n",
- " <td>1k9tpndMDRwLkNt67Dlg02</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.408837</td>\n",
- " <td>You Like Me Too Much - Remastered 2009</td>\n",
- " <td>0.773406</td>\n",
- " <td>0.900</td>\n",
- " <td>0.481862</td>\n",
- " <td>0.212244</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>135</th>\n",
- " <td>67VdmhC89bZ6yK2XRys0lA</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.087652</td>\n",
- " <td>I've Just Seen A Face - Remastered 2009</td>\n",
- " <td>0.805204</td>\n",
- " <td>0.917</td>\n",
- " <td>0.364208</td>\n",
- " <td>0.173016</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>138</th>\n",
- " <td>009oOX7tpCPLzRL9AFiBS8</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.242035</td>\n",
- " <td>No Reply - Remastered 2009</td>\n",
- " <td>0.781942</td>\n",
- " <td>0.873</td>\n",
- " <td>0.420761</td>\n",
- " <td>0.201287</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>139</th>\n",
- " <td>5zs8tSd7ZvwBgr4NUmF5zM</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.959827</td>\n",
- " <td>I'm A Loser - Remastered 2009</td>\n",
- " <td>0.812114</td>\n",
- " <td>0.843</td>\n",
- " <td>0.317385</td>\n",
- " <td>0.182462</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>140</th>\n",
- " <td>3mKtIanz0poYgLnRxZrfBO</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.501767</td>\n",
- " <td>Baby's In Black - Remastered 2009</td>\n",
- " <td>0.820088</td>\n",
- " <td>0.862</td>\n",
- " <td>0.515903</td>\n",
- " <td>0.244945</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>144</th>\n",
- " <td>33BGv6xzxHh5E7v3r1hJLL</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.314197</td>\n",
- " <td>I Don't Want To Spoil The Party - Remastered 2009</td>\n",
- " <td>0.817801</td>\n",
- " <td>0.896</td>\n",
- " <td>0.447194</td>\n",
- " <td>0.211604</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>145</th>\n",
- " <td>69d54YOS8TOQiUYjX57XeA</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.601816</td>\n",
- " <td>A Hard Day's Night - Remastered 2009</td>\n",
- " <td>0.833309</td>\n",
- " <td>0.802</td>\n",
- " <td>0.552552</td>\n",
- " <td>0.274521</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>149</th>\n",
- " <td>7KmRz1oKEwgj9qpfn72OfO</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.509096</td>\n",
- " <td>Can't Buy Me Love - Remastered 2009</td>\n",
- " <td>0.738387</td>\n",
- " <td>0.854</td>\n",
- " <td>0.518588</td>\n",
- " <td>0.226602</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>150</th>\n",
- " <td>3Aqo28W4LLAolYpN3duVJl</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.349222</td>\n",
- " <td>I'll Cry Instead - Remastered 2009</td>\n",
- " <td>0.863772</td>\n",
- " <td>0.961</td>\n",
- " <td>0.460024</td>\n",
- " <td>0.209207</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>152</th>\n",
- " <td>4dyALlslhDEzwSEr7GteXa</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.246021</td>\n",
- " <td>You Can't Do That - Remastered 2009</td>\n",
- " <td>0.727456</td>\n",
- " <td>0.962</td>\n",
- " <td>0.422221</td>\n",
- " <td>0.164551</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>154</th>\n",
- " <td>5tNjuWwp6FxuWCrKQAMBTj</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.959614</td>\n",
- " <td>It Won't Be Long - Remastered 2009</td>\n",
- " <td>0.783388</td>\n",
- " <td>0.868</td>\n",
- " <td>0.317307</td>\n",
- " <td>0.169345</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>155</th>\n",
- " <td>0lLeGCsQlAbEjQBPQQxQ1b</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.998293</td>\n",
- " <td>Don't Bother Me - Remastered 2009</td>\n",
- " <td>0.824879</td>\n",
- " <td>0.921</td>\n",
- " <td>0.331476</td>\n",
- " <td>0.163120</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>156</th>\n",
- " <td>5IIBY9M2GxHcVja6DA6wsF</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.362221</td>\n",
- " <td>Please Mister Postman - Remastered 2009</td>\n",
- " <td>0.815201</td>\n",
- " <td>0.962</td>\n",
- " <td>0.464786</td>\n",
- " <td>0.199616</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>159</th>\n",
- " <td>3Ltllbv2lbpjP6NgPMNiFg</td>\n",
- " <td>The Beatles</td>\n",
- " <td>1.101133</td>\n",
- " <td>Devil In Her Heart - Remastered 2009</td>\n",
- " <td>0.779220</td>\n",
- " <td>0.964</td>\n",
- " <td>0.369147</td>\n",
- " <td>0.155179</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>201</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",
+ " <td>0.170971</td>\n",
+ " <td>0.113801</td>\n",
" </tr>\n",
" <tr>\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>225</th>\n",
- " <td>6dsq7Nt5mIFzvm5kIYNORy</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.674272</td>\n",
- " <td>15 Step</td>\n",
- " <td>0.835488</td>\n",
- " <td>0.848</td>\n",
- " <td>0.212783</td>\n",
- " <td>0.148717</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>231</th>\n",
- " <td>15ea10YpJIl3mJq75yzqsD</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.952216</td>\n",
- " <td>Jigsaw Falling Into Place</td>\n",
- " <td>0.757225</td>\n",
- " <td>0.818</td>\n",
- " <td>0.314597</td>\n",
- " <td>0.181482</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>273</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",
+ " <td>0.323848</td>\n",
+ " <td>0.124606</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",
+ " <th>79</th>\n",
+ " <td>69d54YOS8TOQiUYjX57XeA</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",
+ " <td>1.601816</td>\n",
+ " <td>A Hard Day's Night - Remastered 2009</td>\n",
+ " <td>0.833309</td>\n",
+ " <td>0.802</td>\n",
+ " <td>0.412526</td>\n",
+ " <td>0.230041</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>299</th>\n",
- " <td>6xJSJpO6HJwHhu7UaIc8qR</td>\n",
+ " <th>80</th>\n",
+ " <td>5tNjuWwp6FxuWCrKQAMBTj</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",
+ " <td>0.959614</td>\n",
+ " <td>It Won't Be Long - Remastered 2009</td>\n",
+ " <td>0.783388</td>\n",
+ " <td>0.868</td>\n",
+ " <td>0.236896</td>\n",
+ " <td>0.143155</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",
+ " <th>83</th>\n",
+ " <td>6dsq7Nt5mIFzvm5kIYNORy</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>0.674272</td>\n",
+ " <td>15 Step</td>\n",
+ " <td>0.835488</td>\n",
+ " <td>0.848</td>\n",
+ " <td>0.158860</td>\n",
+ " <td>0.130290</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",
+ " <th>89</th>\n",
+ " <td>5pTWpY8l7B1XcQnijEFGFj</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>1.015010</td>\n",
+ " <td>Miss You - Remastered</td>\n",
+ " <td>0.759348</td>\n",
+ " <td>0.825</td>\n",
+ " <td>0.252046</td>\n",
+ " <td>0.161141</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",
- "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",
+ " _id artist_name lyrical_density \\\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",
+ "79 69d54YOS8TOQiUYjX57XeA The Beatles 1.601816 \n",
+ "80 5tNjuWwp6FxuWCrKQAMBTj The Beatles 0.959614 \n",
+ "83 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n",
+ "89 5pTWpY8l7B1XcQnijEFGFj The Rolling Stones 1.015010 \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",
- "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",
+ " name neg valence scaled_ld \\\n",
+ "23 Can't Buy Me Love - Remastered 2015 0.738387 0.957 0.389226 \n",
+ "28 Help! - Remastered 2015 0.823915 0.810 0.426202 \n",
+ "34 Eleanor Rigby - Remastered 2015 0.803232 0.845 0.419879 \n",
+ "46 Two Of Us - Remastered 2009 0.711080 0.923 0.216642 \n",
+ "54 One After 909 - Remastered 2009 0.865737 0.904 0.170971 \n",
+ "68 Mean Mr Mustard - Remastered 2009 0.700631 0.967 0.323848 \n",
+ "79 A Hard Day's Night - Remastered 2009 0.833309 0.802 0.412526 \n",
+ "80 It Won't Be Long - Remastered 2009 0.783388 0.868 0.236896 \n",
+ "83 15 Step 0.835488 0.848 0.158860 \n",
+ "89 Miss You - Remastered 0.759348 0.825 0.252046 \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",
- "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 "
+ " gloom \n",
+ "23 0.156831 \n",
+ "28 0.230088 \n",
+ "34 0.213589 \n",
+ "46 0.107184 \n",
+ "54 0.113801 \n",
+ "68 0.124606 \n",
+ "79 0.230041 \n",
+ "80 0.143155 \n",
+ "83 0.130290 \n",
+ "89 0.161141 "
]
},
- "execution_count": 481,
+ "execution_count": 83,
"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": 84,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>150</th>\n",
- " <td>3Aqo28W4LLAolYpN3duVJl</td>\n",
+ " <th>54</th>\n",
+ " <td>4311wT21Et0q3vepFwXjTu</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.349222</td>\n",
- " <td>I'll Cry Instead - Remastered 2009</td>\n",
- " <td>0.863772</td>\n",
- " <td>0.961</td>\n",
- " <td>0.460024</td>\n",
- " <td>0.209207</td>\n",
- " <td>0.830085</td>\n",
+ " <td>0.718556</td>\n",
+ " <td>One After 909 - Remastered 2009</td>\n",
+ " <td>0.865737</td>\n",
+ " <td>0.904</td>\n",
+ " <td>0.170971</td>\n",
+ " <td>0.113801</td>\n",
+ " <td>0.782626</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>71</th>\n",
- " <td>3OSi8ehmSWLTD5KatlzX8r</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.733338</td>\n",
- " <td>Don't Pass Me By - Remastered 2009</td>\n",
- " <td>0.857831</td>\n",
- " <td>0.948</td>\n",
- " <td>0.234420</td>\n",
- " <td>0.120451</td>\n",
- " <td>0.813223</td>\n",
+ " <th>83</th>\n",
+ " <td>6dsq7Nt5mIFzvm5kIYNORy</td>\n",
+ " <td>Radiohead</td>\n",
+ " <td>0.674272</td>\n",
+ " <td>15 Step</td>\n",
+ " <td>0.835488</td>\n",
+ " <td>0.848</td>\n",
+ " <td>0.158860</td>\n",
+ " <td>0.130290</td>\n",
+ " <td>0.708494</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>293</th>\n",
- " <td>3EbGioQyKyf4dycuiPOg3k</td>\n",
+ " <th>23</th>\n",
+ " <td>7pQAq14Z73YUFMtxCyt0bG</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",
- " <td>0.812365</td>\n",
+ " <td>1.516618</td>\n",
+ " <td>Can't Buy Me Love - Remastered 2015</td>\n",
+ " <td>0.738387</td>\n",
+ " <td>0.957</td>\n",
+ " <td>0.389226</td>\n",
+ " <td>0.156831</td>\n",
+ " <td>0.706636</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>156</th>\n",
- " <td>5IIBY9M2GxHcVja6DA6wsF</td>\n",
+ " <th>80</th>\n",
+ " <td>5tNjuWwp6FxuWCrKQAMBTj</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.362221</td>\n",
- " <td>Please Mister Postman - Remastered 2009</td>\n",
- " <td>0.815201</td>\n",
- " <td>0.962</td>\n",
- " <td>0.464786</td>\n",
- " <td>0.199616</td>\n",
- " <td>0.784223</td>\n",
+ " <td>0.959614</td>\n",
+ " <td>It Won't Be Long - Remastered 2009</td>\n",
+ " <td>0.783388</td>\n",
+ " <td>0.868</td>\n",
+ " <td>0.236896</td>\n",
+ " <td>0.143155</td>\n",
+ " <td>0.679980</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>42</th>\n",
- " <td>4311wT21Et0q3vepFwXjTu</td>\n",
+ " <th>34</th>\n",
+ " <td>0TRkjwb4uY3CHb5zhr9bBd</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.718556</td>\n",
- " <td>One After 909 - Remastered 2009</td>\n",
- " <td>0.865737</td>\n",
- " <td>0.904</td>\n",
- " <td>0.229005</td>\n",
- " <td>0.136137</td>\n",
- " <td>0.782626</td>\n",
+ " <td>1.628703</td>\n",
+ " <td>Eleanor Rigby - Remastered 2015</td>\n",
+ " <td>0.803232</td>\n",
+ " <td>0.845</td>\n",
+ " <td>0.419879</td>\n",
+ " <td>0.213589</td>\n",
+ " <td>0.678731</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>299</th>\n",
- " <td>6xJSJpO6HJwHhu7UaIc8qR</td>\n",
+ " <th>68</th>\n",
+ " <td>67jL5ZAf8hNsRZrfBHNuBT</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",
- " <td>0.775090</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>0.323848</td>\n",
+ " <td>0.124606</td>\n",
+ " <td>0.677510</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>155</th>\n",
- " <td>0lLeGCsQlAbEjQBPQQxQ1b</td>\n",
+ " <th>79</th>\n",
+ " <td>69d54YOS8TOQiUYjX57XeA</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.998293</td>\n",
- " <td>Don't Bother Me - Remastered 2009</td>\n",
- " <td>0.824879</td>\n",
- " <td>0.921</td>\n",
- " <td>0.331476</td>\n",
- " <td>0.163120</td>\n",
- " <td>0.759713</td>\n",
+ " <td>1.601816</td>\n",
+ " <td>A Hard Day's Night - Remastered 2009</td>\n",
+ " <td>0.833309</td>\n",
+ " <td>0.802</td>\n",
+ " <td>0.412526</td>\n",
+ " <td>0.230041</td>\n",
+ " <td>0.668314</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>201</th>\n",
- " <td>4zExFATo8xg8qFfR4H1ZAn</td>\n",
+ " <th>28</th>\n",
+ " <td>1dfuJYDSIc41cw5RPsaCF1</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>0.754373</td>\n",
+ " <td>1.651824</td>\n",
+ " <td>Help! - Remastered 2015</td>\n",
+ " <td>0.823915</td>\n",
+ " <td>0.810</td>\n",
+ " <td>0.426202</td>\n",
+ " <td>0.230088</td>\n",
+ " <td>0.667371</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>159</th>\n",
- " <td>3Ltllbv2lbpjP6NgPMNiFg</td>\n",
+ " <th>46</th>\n",
+ " <td>57n1teNb2tkcfiYagPmUWr</td>\n",
" <td>The Beatles</td>\n",
- " <td>1.101133</td>\n",
- " <td>Devil In Her Heart - Remastered 2009</td>\n",
- " <td>0.779220</td>\n",
- " <td>0.964</td>\n",
- " <td>0.369147</td>\n",
- " <td>0.155179</td>\n",
- " <td>0.751168</td>\n",
+ " <td>0.885556</td>\n",
+ " <td>Two Of Us - Remastered 2009</td>\n",
+ " <td>0.711080</td>\n",
+ " <td>0.923</td>\n",
+ " <td>0.216642</td>\n",
+ " <td>0.107184</td>\n",
+ " <td>0.656327</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>297</th>\n",
- " <td>55nE9EppLFdb0I1HBg2O2m</td>\n",
+ " <th>27</th>\n",
+ " <td>6pkjW5srxjzRSKKMrl7et8</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",
- " <td>0.745322</td>\n",
+ " <td>1.425416</td>\n",
+ " <td>Ticket To Ride - Remastered 2015</td>\n",
+ " <td>0.825439</td>\n",
+ " <td>0.793</td>\n",
+ " <td>0.364283</td>\n",
+ " <td>0.216143</td>\n",
+ " <td>0.654573</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"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",
+ " _id artist_name lyrical_density \\\n",
+ "54 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n",
+ "83 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n",
+ "23 7pQAq14Z73YUFMtxCyt0bG The Beatles 1.516618 \n",
+ "80 5tNjuWwp6FxuWCrKQAMBTj The Beatles 0.959614 \n",
+ "34 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n",
+ "68 67jL5ZAf8hNsRZrfBHNuBT The Beatles 1.277562 \n",
+ "79 69d54YOS8TOQiUYjX57XeA The Beatles 1.601816 \n",
+ "28 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.651824 \n",
+ "46 57n1teNb2tkcfiYagPmUWr The Beatles 0.885556 \n",
+ "27 6pkjW5srxjzRSKKMrl7et8 The Beatles 1.425416 \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",
+ " name neg valence scaled_ld \\\n",
+ "54 One After 909 - Remastered 2009 0.865737 0.904 0.170971 \n",
+ "83 15 Step 0.835488 0.848 0.158860 \n",
+ "23 Can't Buy Me Love - Remastered 2015 0.738387 0.957 0.389226 \n",
+ "80 It Won't Be Long - Remastered 2009 0.783388 0.868 0.236896 \n",
+ "34 Eleanor Rigby - Remastered 2015 0.803232 0.845 0.419879 \n",
+ "68 Mean Mr Mustard - Remastered 2009 0.700631 0.967 0.323848 \n",
+ "79 A Hard Day's Night - Remastered 2009 0.833309 0.802 0.412526 \n",
+ "28 Help! - Remastered 2015 0.823915 0.810 0.426202 \n",
+ "46 Two Of Us - Remastered 2009 0.711080 0.923 0.216642 \n",
+ "27 Ticket To Ride - Remastered 2015 0.825439 0.793 0.364283 \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 "
+ " gloom complexity \n",
+ "54 0.113801 0.782626 \n",
+ "83 0.130290 0.708494 \n",
+ "23 0.156831 0.706636 \n",
+ "80 0.143155 0.679980 \n",
+ "34 0.213589 0.678731 \n",
+ "68 0.124606 0.677510 \n",
+ "79 0.230041 0.668314 \n",
+ "28 0.230088 0.667371 \n",
+ "46 0.107184 0.656327 \n",
+ "27 0.216143 0.654573 "
]
},
- "execution_count": 484,
+ "execution_count": 84,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 485,
+ "execution_count": 85,
"metadata": {
"collapsed": false
},
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th>222</th>\n",
- " <td>6f6pEjgfTtuRROmJ4a7Gf3</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.393192</td>\n",
- " <td>The Numbers</td>\n",
- " <td>0.292008</td>\n",
- " <td>0.0545</td>\n",
- " <td>0.109821</td>\n",
- " <td>0.436866</td>\n",
- " <td>0.015914</td>\n",
+ " <th>51</th>\n",
+ " <td>5V1AHQugSTASVez5ffJtFo</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.999889</td>\n",
+ " <td>Let It Be - Remastered 2009</td>\n",
+ " <td>0.119858</td>\n",
+ " <td>0.418</td>\n",
+ " <td>0.247910</td>\n",
+ " <td>0.233715</td>\n",
+ " <td>0.050101</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>204</th>\n",
- " <td>0agoaPIy92gPZ6zRhqXarE</td>\n",
- " <td>The Beatles</td>\n",
- " <td>0.634931</td>\n",
- " <td>Tomorrow Never Knows - Remastered 2009</td>\n",
- " <td>0.343599</td>\n",
- " <td>0.0556</td>\n",
- " <td>0.198372</td>\n",
- " <td>0.412609</td>\n",
- " <td>0.019104</td>\n",
+ " <th>95</th>\n",
+ " <td>6j3En9AD8FEAQQhhtkKBR9</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>3.749956</td>\n",
+ " <td>Continental Drift - Live - 2009 Re-Mastered Di...</td>\n",
+ " <td>0.408216</td>\n",
+ " <td>0.129</td>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.204108</td>\n",
+ " <td>0.052660</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>309</th>\n",
- " <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.218723</td>\n",
- " <td>True Love Waits</td>\n",
- " <td>0.532206</td>\n",
- " <td>0.0378</td>\n",
- " <td>0.045911</td>\n",
- " <td>0.471229</td>\n",
- " <td>0.020117</td>\n",
+ " <th>44</th>\n",
+ " <td>22QadBPe0QCuqraFVAr1m3</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>1.054504</td>\n",
+ " <td>Let It Be - Remastered 2015</td>\n",
+ " <td>0.119858</td>\n",
+ " <td>0.490</td>\n",
+ " <td>0.262846</td>\n",
+ " <td>0.203726</td>\n",
+ " <td>0.058730</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>317</th>\n",
- " <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.276367</td>\n",
- " <td>We Suck Young Blood</td>\n",
- " <td>0.535358</td>\n",
- " <td>0.0378</td>\n",
- " <td>0.067027</td>\n",
- " <td>0.466795</td>\n",
- " <td>0.020237</td>\n",
+ " <th>67</th>\n",
+ " <td>3jPXnX4SskFgAcC4YBKOwN</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.273472</td>\n",
+ " <td>Sun King - Remastered 2009</td>\n",
+ " <td>0.300809</td>\n",
+ " <td>0.197</td>\n",
+ " <td>0.049249</td>\n",
+ " <td>0.389134</td>\n",
+ " <td>0.059259</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>326</th>\n",
- " <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.349157</td>\n",
- " <td>Motion Picture Soundtrack</td>\n",
- " <td>0.576808</td>\n",
- " <td>0.0425</td>\n",
- " <td>0.093690</td>\n",
- " <td>0.460916</td>\n",
- " <td>0.024514</td>\n",
+ " <th>0</th>\n",
+ " <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.169898</td>\n",
+ " <td>Wild Honey Pie - Remastered 2009</td>\n",
+ " <td>0.391178</td>\n",
+ " <td>0.153</td>\n",
+ " <td>0.020924</td>\n",
+ " <td>0.418731</td>\n",
+ " <td>0.059850</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>224</th>\n",
- " <td>3cual6JOG286qZJmCxKRAT</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.332577</td>\n",
- " <td>Tinker Tailor Soldier Sailor Rich Man Poor Man...</td>\n",
- " <td>0.477322</td>\n",
- " <td>0.0517</td>\n",
- " <td>0.087617</td>\n",
- " <td>0.453517</td>\n",
- " <td>0.024678</td>\n",
+ " <th>65</th>\n",
+ " <td>4cLoL5KPfE1hAwfsO84FX7</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.325955</td>\n",
+ " <td>Because - Remastered 2009</td>\n",
+ " <td>0.466254</td>\n",
+ " <td>0.162</td>\n",
+ " <td>0.063602</td>\n",
+ " <td>0.407178</td>\n",
+ " <td>0.075533</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>279</th>\n",
- " <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.248061</td>\n",
- " <td>The Tourist</td>\n",
- " <td>0.667864</td>\n",
- " <td>0.0400</td>\n",
- " <td>0.056658</td>\n",
- " <td>0.471724</td>\n",
- " <td>0.026715</td>\n",
+ " <th>94</th>\n",
+ " <td>1FMQd25wsXU14lg323zyNa</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>0.856393</td>\n",
+ " <td>Love Is Strong - 2009 Re-Mastered Digital Version</td>\n",
+ " <td>0.185872</td>\n",
+ " <td>0.500</td>\n",
+ " <td>0.208667</td>\n",
+ " <td>0.217226</td>\n",
+ " <td>0.092936</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>315</th>\n",
- " <td>5olWalQH1oVza5D6xJg4oX</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.216752</td>\n",
- " <td>Sail To The Moon</td>\n",
- " <td>0.605798</td>\n",
- " <td>0.0458</td>\n",
- " <td>0.045189</td>\n",
- " <td>0.469228</td>\n",
- " <td>0.027746</td>\n",
+ " <th>73</th>\n",
+ " <td>0SAqxgrtLO0GzXBeilxHQs</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.543735</td>\n",
+ " <td>The End - Remastered 2009</td>\n",
+ " <td>0.478610</td>\n",
+ " <td>0.207</td>\n",
+ " <td>0.123161</td>\n",
+ " <td>0.377140</td>\n",
+ " <td>0.099072</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>232</th>\n",
- " <td>3uxhyRdWVXp7GQvERQl6fA</td>\n",
- " <td>Radiohead</td>\n",
- " <td>0.382643</td>\n",
- " <td>Videotape</td>\n",
- " <td>0.652962</td>\n",
- " <td>0.0468</td>\n",
- " <td>0.105957</td>\n",
- " <td>0.460694</td>\n",
- " <td>0.030559</td>\n",
+ " <th>43</th>\n",
+ " <td>7iABnSNZciNepqGtjMQxxd</td>\n",
+ " <td>The Beatles</td>\n",
+ " <td>0.800176</td>\n",
+ " <td>Come Together - Remastered 2015</td>\n",
+ " <td>0.562552</td>\n",
+ " <td>0.178</td>\n",
+ " <td>0.193293</td>\n",
+ " <td>0.385925</td>\n",
+ " <td>0.100134</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>82</th>\n",
- " <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
+ " <th>58</th>\n",
+ " <td>0MKqeOVdZcUFGJvWpGCKbG</td>\n",
" <td>The Beatles</td>\n",
- " <td>0.799772</td>\n",
- " <td>Blue Jay Way - Remastered 2009</td>\n",
- " <td>0.812490</td>\n",
- " <td>0.0380</td>\n",
- " <td>0.258755</td>\n",
- " <td>0.461657</td>\n",
- " <td>0.030875</td>\n",
+ " <td>0.796316</td>\n",
+ " <td>Come Together - Remastered 2009</td>\n",
+ " <td>0.562552</td>\n",
+ " <td>0.179</td>\n",
+ " <td>0.192237</td>\n",
+ " <td>0.385658</td>\n",
+ " <td>0.100697</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"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",
+ " _id artist_name lyrical_density \\\n",
+ "51 5V1AHQugSTASVez5ffJtFo The Beatles 0.999889 \n",
+ "95 6j3En9AD8FEAQQhhtkKBR9 The Rolling Stones 3.749956 \n",
+ "44 22QadBPe0QCuqraFVAr1m3 The Beatles 1.054504 \n",
+ "67 3jPXnX4SskFgAcC4YBKOwN The Beatles 0.273472 \n",
+ "0 2ucFulEWapRAmTn7l6f5Q7 The Beatles 0.169898 \n",
+ "65 4cLoL5KPfE1hAwfsO84FX7 The Beatles 0.325955 \n",
+ "94 1FMQd25wsXU14lg323zyNa The Rolling Stones 0.856393 \n",
+ "73 0SAqxgrtLO0GzXBeilxHQs The Beatles 0.543735 \n",
+ "43 7iABnSNZciNepqGtjMQxxd The Beatles 0.800176 \n",
+ "58 0MKqeOVdZcUFGJvWpGCKbG The Beatles 0.796316 \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",
+ " name neg valence \\\n",
+ "51 Let It Be - Remastered 2009 0.119858 0.418 \n",
+ "95 Continental Drift - Live - 2009 Re-Mastered Di... 0.408216 0.129 \n",
+ "44 Let It Be - Remastered 2015 0.119858 0.490 \n",
+ "67 Sun King - Remastered 2009 0.300809 0.197 \n",
+ "0 Wild Honey Pie - Remastered 2009 0.391178 0.153 \n",
+ "65 Because - Remastered 2009 0.466254 0.162 \n",
+ "94 Love Is Strong - 2009 Re-Mastered Digital Version 0.185872 0.500 \n",
+ "73 The End - Remastered 2009 0.478610 0.207 \n",
+ "43 Come Together - Remastered 2015 0.562552 0.178 \n",
+ "58 Come Together - Remastered 2009 0.562552 0.179 \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 "
+ " scaled_ld gloom complexity \n",
+ "51 0.247910 0.233715 0.050101 \n",
+ "95 1.000000 0.204108 0.052660 \n",
+ "44 0.262846 0.203726 0.058730 \n",
+ "67 0.049249 0.389134 0.059259 \n",
+ "0 0.020924 0.418731 0.059850 \n",
+ "65 0.063602 0.407178 0.075533 \n",
+ "94 0.208667 0.217226 0.092936 \n",
+ "73 0.123161 0.377140 0.099072 \n",
+ "43 0.193293 0.385925 0.100134 \n",
+ "58 0.192237 0.385658 0.100697 "
]
},
- "execution_count": 485,
+ "execution_count": 85,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 486,
+ "execution_count": 86,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "<matplotlib.axes._subplots.AxesSubplot at 0xab2e722c>"
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7f2d71d204e0>"
]
},
- "execution_count": 486,
+ "execution_count": 86,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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fPGquPCp/PPX//ulP8+wvfnHOdXu3tzjcahc2hi1Zweuu3VTY44mI5FX5ov7LvXv505Xn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\n/iPguRJz9JrpYXc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+ "image/png": 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"text/plain": [
- "<matplotlib.figure.Figure at 0xab2e3e4c>"
+ "<matplotlib.figure.Figure at 0x7f2d72a15908>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 487,
+ "execution_count": 87,
"metadata": {
"collapsed": false,
"scrolled": true
},
{
"cell_type": "code",
- "execution_count": 488,
+ "execution_count": 88,
"metadata": {
"collapsed": false,
"scrolled": true
"data": {
"text/plain": [
"defaultdict(int,\n",
- " {'03Qh833fEdVT30Pfs93ea6': 0.24623580565335346,\n",
- " '0PYyrqs9NXtxPhf0CZkq2L': 0.23500175198141865,\n",
- " '19K3IHYeVkUTjcBHGfbCOi': 0.22062175593822883,\n",
- " '19RUXBFyM4PpmrLRdtqWbp': 0.3431302979758603,\n",
- " '1DBkJIEoeHrTX4WCBQGcCi': 0.28205809775367074,\n",
- " '1PULmKbHeOqlkIwcDMNwD4': 0.2284613266716491,\n",
- " '1oW3v5Har9mvXnGk0x4fHm': 0.3137553965448286,\n",
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- " '7gDXyW16byCQOgK965BRzn': 0.17842009876737236})"
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+ " '71Mwd9tntFQYUk4k2DwA0D': 0.2300406807603425,\n",
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+ " '7eyQXxuf2nGj9d2367Gi5f': 0.1302895493680803,\n",
+ " '7gDXyW16byCQOgK965BRzn': 0.09117306492499702})"
]
},
- "execution_count": 488,
+ "execution_count": 88,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 489,
+ "execution_count": 89,
"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>0.091173</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>0.143155</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>The Beatles</td>\n",
" <td>A Hard Day's Night (Remastered)</td>\n",
" <td>1964-07-10</td>\n",
- " <td>0.215407</td>\n",
+ " <td>0.230041</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>The Beatles</td>\n",
" <td>Beatles For Sale (Remastered)</td>\n",
" <td>1964-12-04</td>\n",
- " <td>0.175109</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>The Beatles</td>\n",
" <td>Help! (Remastered)</td>\n",
" <td>1965-08-06</td>\n",
- " <td>0.220622</td>\n",
+ " <td>0.243843</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>The Beatles</td>\n",
" <td>Rubber Soul (Remastered)</td>\n",
" <td>1965-12-03</td>\n",
- " <td>0.212179</td>\n",
+ " <td>0.159889</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>The Beatles</td>\n",
" <td>Revolver (Remastered)</td>\n",
" <td>1966-08-05</td>\n",
- " <td>0.235002</td>\n",
+ " <td>0.145541</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>The Beatles</td>\n",
" <td>Sgt. Pepper's Lonely Hearts Club Band (Remaste...</td>\n",
" <td>1967-06-01</td>\n",
- " <td>0.228461</td>\n",
+ " <td>0.190612</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>The Beatles</td>\n",
" <td>Magical Mystery Tour (Remastered)</td>\n",
" <td>1967-11-27</td>\n",
- " <td>0.268458</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>The Beatles</td>\n",
" <td>The Beatles (Remastered)</td>\n",
" <td>1968-11-22</td>\n",
- " <td>0.246236</td>\n",
+ " <td>0.418731</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>The Beatles</td>\n",
" <td>Yellow Submarine (Remastered)</td>\n",
" <td>1969-01-17</td>\n",
- " <td>0.178876</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>The Beatles</td>\n",
" <td>Abbey Road (Remastered)</td>\n",
" <td>1969-09-26</td>\n",
- " <td>0.288493</td>\n",
+ " <td>0.284500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>The Beatles</td>\n",
" <td>Let It Be (Remastered)</td>\n",
" <td>1970-05-08</td>\n",
- " <td>0.218608</td>\n",
+ " <td>0.212013</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>46</th>\n",
+ " <td>54sqbAXxR1jFfyXb1WvrHK</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Some Girls</td>\n",
+ " <td>1978-06-09</td>\n",
+ " <td>0.097583</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>47</th>\n",
+ " <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Some Girls (Deluxe Version)</td>\n",
+ " <td>1978-06-09</td>\n",
+ " <td>0.161141</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>45</th>\n",
+ " <td>2wZgoXS06wSdu9C0ZJOvlc</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Emotional Rescue (2009 Re-Mastered)</td>\n",
+ " <td>1980-06-20</td>\n",
+ " <td>0.081115</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>44</th>\n",
+ " <td>1YvnuYGlblQ5vLnOhaZzpn</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Tattoo You (2009 Re-Mastered)</td>\n",
+ " <td>1981-08-24</td>\n",
+ " <td>0.090579</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>43</th>\n",
+ " <td>0hxrNynMDh5QeyALlf1CdS</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Still Life</td>\n",
+ " <td>1982-06-01</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>42</th>\n",
+ " <td>064eFGemsrDcMvgRZ0gqtw</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Undercover (2009 Re-Mastered)</td>\n",
+ " <td>1983-11-07</td>\n",
+ " <td>0.317983</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>41</th>\n",
+ " <td>1WSfNoPDPzgyKFN6OSYWUx</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Dirty Work (Remastered 2009)</td>\n",
+ " <td>1986-03-24</td>\n",
+ " <td>0.234265</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>40</th>\n",
+ " <td>1TpcI1LEFVhBvDPSTMPGFG</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Dirty Work</td>\n",
+ " <td>1986-03-24</td>\n",
+ " <td>0.226456</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>39</th>\n",
+ " <td>25mfHGJNQkluvIqedXHSx3</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Steel Wheels (2009 Re-Mastered)</td>\n",
+ " <td>1989-08-29</td>\n",
+ " <td>0.257028</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>38</th>\n",
+ " <td>1W1UJulgICjFDyYIMUwRs7</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Flashpoint</td>\n",
+ " <td>1991-04-02</td>\n",
+ " <td>0.204108</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Radiohead</td>\n",
" <td>Pablo Honey</td>\n",
" <td>1993-02-22</td>\n",
- " <td>0.345315</td>\n",
+ " <td>0.347225</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>37</th>\n",
+ " <td>62ZT16LY1phGM0O8x5qW1z</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Voodoo Lounge (2009 Re-Mastered)</td>\n",
+ " <td>1994-07-11</td>\n",
+ " <td>0.217226</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>36</th>\n",
+ " <td>4M8Q1L9PZq0xK5tLUpO3jd</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Stripped</td>\n",
+ " <td>1995-01-13</td>\n",
+ " <td>0.174626</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Radiohead</td>\n",
" <td>The Bends</td>\n",
" <td>1995-03-28</td>\n",
- " <td>0.341176</td>\n",
+ " <td>0.360175</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Radiohead</td>\n",
" <td>OK Computer</td>\n",
" <td>1997-05-28</td>\n",
- " <td>0.352718</td>\n",
+ " <td>0.188200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>35</th>\n",
+ " <td>0ZGddnvcVzHVHfE3WW1tV5</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Bridges To Babylon (2009 Re-Mastered)</td>\n",
+ " <td>1997-09-29</td>\n",
+ " <td>0.267385</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Radiohead</td>\n",
" <td>Kid A</td>\n",
" <td>2000-10-01</td>\n",
- " <td>0.343130</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>The Beatles</td>\n",
" <td>1 (Remastered)</td>\n",
" <td>2000-11-13</td>\n",
- " <td>0.223625</td>\n",
+ " <td>0.208415</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Radiohead</td>\n",
" <td>Amnesiac</td>\n",
" <td>2001-03-12</td>\n",
- " <td>0.373617</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Radiohead</td>\n",
" <td>Hail To the Thief</td>\n",
" <td>2003-01-01</td>\n",
- " <td>0.313755</td>\n",
+ " <td>0.317860</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Radiohead</td>\n",
" <td>Com Lag: 2+2=5</td>\n",
" <td>2004-03-24</td>\n",
- " <td>0.257476</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>34</th>\n",
+ " <td>50UGtgNA5bq1c0BDjPfmbD</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Live Licks</td>\n",
+ " <td>2004-11-01</td>\n",
+ " <td>0.388971</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>33</th>\n",
+ " <td>4FTHynKEtuP7eppERNfjyG</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>A Bigger Bang (2009 Re-Mastered)</td>\n",
+ " <td>2005-09-05</td>\n",
+ " <td>0.255399</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Radiohead</td>\n",
" <td>In Rainbows Disk 2</td>\n",
" <td>2007-01-01</td>\n",
- " <td>0.382191</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Radiohead</td>\n",
" <td>In Rainbows</td>\n",
" <td>2007-12-28</td>\n",
- " <td>0.324238</td>\n",
+ " <td>0.130290</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>32</th>\n",
+ " <td>3CHu7qW160uqPZHW3TMZ1l</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Shine A Light</td>\n",
+ " <td>2008-01-01</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Radiohead</td>\n",
" <td>The King Of Limbs</td>\n",
" <td>2011-02-18</td>\n",
- " <td>0.282058</td>\n",
+ " <td>0.124500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
+ " <th>31</th>\n",
+ " <td>5eTqRwTGKPBUiUuN1rFaXD</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Live 1965: Music From Charlie Is My Darling (L...</td>\n",
+ " <td>2012-11-06</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
" <th>16</th>\n",
" <td>6vuykQgDLUCiZ7YggIpLM9</td>\n",
" <td>Radiohead</td>\n",
" <td>A Moon Shaped Pool</td>\n",
" <td>2016-05-08</td>\n",
- " <td>0.382391</td>\n",
+ " <td>0.197331</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>30</th>\n",
+ " <td>3PbRKFafwE7Of8e4dTee72</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Totally Stripped (Live)</td>\n",
+ " <td>2016-06-17</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</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>0.237112</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29</th>\n",
+ " <td>4fhWcu56Bbh5wALuTouFVW</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Havana Moon (Live)</td>\n",
+ " <td>2016-11-11</td>\n",
+ " <td>0.357162</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>4g9Jfls8z2nbQxj5PiXkiy</td>\n",
+ " <td>The Rolling Stones</td>\n",
+ " <td>Blue & Lonesome</td>\n",
+ " <td>2016-12-02</td>\n",
+ " <td>0.124368</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " _id artist_name \\\n",
- "15 7gDXyW16byCQOgK965BRzn The Beatles \n",
- "14 3nkEsxmIX0zRNXGAexaHAn The Beatles \n",
- "12 71Mwd9tntFQYUk4k2DwA0D The Beatles \n",
- "11 7BgGBZndAvDlKOcwe5rscZ The Beatles \n",
- "10 19K3IHYeVkUTjcBHGfbCOi The Beatles \n",
- "9 3OdI6e43crvyAHhaqpxSyz The Beatles \n",
- "8 0PYyrqs9NXtxPhf0CZkq2L The Beatles \n",
- "7 1PULmKbHeOqlkIwcDMNwD4 The Beatles \n",
- "6 6P9yO0ukhOx3dvmhGKeYoC The Beatles \n",
- "5 03Qh833fEdVT30Pfs93ea6 The Beatles \n",
- "4 47bcKzmKgmMPHXNVOWpLiu The Beatles \n",
- "3 2Pqkn9Dq2DFtdfkKAeqgMd The Beatles \n",
- "2 2pCqZLeavM2BMovJXsJEIV The Beatles \n",
- "27 6400dnyeDyD2mIFHfkwHXN Radiohead \n",
- "26 500FEaUzn8lN9zWFyZG5C2 Radiohead \n",
- "25 7dxKtc08dYeRVHt3p9CZJn Radiohead \n",
- "24 19RUXBFyM4PpmrLRdtqWbp Radiohead \n",
- "1 5ju5Ouzan3QwXqQt1Tihbh The Beatles \n",
- "22 6svTt5o2lUgIrgYDKVmdnD Radiohead \n",
- "23 6V9YnBmFjWmXCBaUVRCVXP Radiohead \n",
- "21 1oW3v5Har9mvXnGk0x4fHm Radiohead \n",
- "20 6Eo5EkmdLvZrONzi046iC2 Radiohead \n",
- "19 36lJLPoPPOKNFddTAcirnc Radiohead \n",
- "18 7eyQXxuf2nGj9d2367Gi5f Radiohead \n",
- "13 1DBkJIEoeHrTX4WCBQGcCi Radiohead \n",
- "17 47xaqCsJcYFWqD1gwujl1T Radiohead \n",
- "16 6vuykQgDLUCiZ7YggIpLM9 Radiohead \n",
- "0 5XfJmldgWzrc1AIdbBaVZn The Beatles \n",
+ " _id artist_name \\\n",
+ "15 7gDXyW16byCQOgK965BRzn The Beatles \n",
+ "14 3nkEsxmIX0zRNXGAexaHAn The Beatles \n",
+ "12 71Mwd9tntFQYUk4k2DwA0D The Beatles \n",
+ "11 7BgGBZndAvDlKOcwe5rscZ The Beatles \n",
+ "10 19K3IHYeVkUTjcBHGfbCOi The Beatles \n",
+ "9 3OdI6e43crvyAHhaqpxSyz The Beatles \n",
+ "8 0PYyrqs9NXtxPhf0CZkq2L The Beatles \n",
+ "7 1PULmKbHeOqlkIwcDMNwD4 The Beatles \n",
+ "6 6P9yO0ukhOx3dvmhGKeYoC The Beatles \n",
+ "5 03Qh833fEdVT30Pfs93ea6 The Beatles \n",
+ "4 47bcKzmKgmMPHXNVOWpLiu The Beatles \n",
+ "3 2Pqkn9Dq2DFtdfkKAeqgMd The Beatles \n",
+ "2 2pCqZLeavM2BMovJXsJEIV The Beatles \n",
+ "46 54sqbAXxR1jFfyXb1WvrHK The Rolling Stones \n",
+ "47 6FjXxl9VLURGuubdXUn2J3 The Rolling Stones \n",
+ "45 2wZgoXS06wSdu9C0ZJOvlc The Rolling Stones \n",
+ "44 1YvnuYGlblQ5vLnOhaZzpn The Rolling Stones \n",
+ "43 0hxrNynMDh5QeyALlf1CdS The Rolling Stones \n",
+ "42 064eFGemsrDcMvgRZ0gqtw The Rolling Stones \n",
+ "41 1WSfNoPDPzgyKFN6OSYWUx The Rolling Stones \n",
+ "40 1TpcI1LEFVhBvDPSTMPGFG The Rolling Stones \n",
+ "39 25mfHGJNQkluvIqedXHSx3 The Rolling Stones \n",
+ "38 1W1UJulgICjFDyYIMUwRs7 The Rolling Stones \n",
+ "27 6400dnyeDyD2mIFHfkwHXN Radiohead \n",
+ "37 62ZT16LY1phGM0O8x5qW1z The Rolling Stones \n",
+ "36 4M8Q1L9PZq0xK5tLUpO3jd The Rolling Stones \n",
+ "26 500FEaUzn8lN9zWFyZG5C2 Radiohead \n",
+ "25 7dxKtc08dYeRVHt3p9CZJn Radiohead \n",
+ "35 0ZGddnvcVzHVHfE3WW1tV5 The Rolling Stones \n",
+ "24 19RUXBFyM4PpmrLRdtqWbp Radiohead \n",
+ "1 5ju5Ouzan3QwXqQt1Tihbh The Beatles \n",
+ "22 6svTt5o2lUgIrgYDKVmdnD Radiohead \n",
+ "23 6V9YnBmFjWmXCBaUVRCVXP Radiohead \n",
+ "21 1oW3v5Har9mvXnGk0x4fHm Radiohead \n",
+ "20 6Eo5EkmdLvZrONzi046iC2 Radiohead \n",
+ "34 50UGtgNA5bq1c0BDjPfmbD The Rolling Stones \n",
+ "33 4FTHynKEtuP7eppERNfjyG The Rolling Stones \n",
+ "19 36lJLPoPPOKNFddTAcirnc Radiohead \n",
+ "18 7eyQXxuf2nGj9d2367Gi5f Radiohead \n",
+ "32 3CHu7qW160uqPZHW3TMZ1l The Rolling Stones \n",
+ "13 1DBkJIEoeHrTX4WCBQGcCi Radiohead \n",
+ "17 47xaqCsJcYFWqD1gwujl1T Radiohead \n",
+ "31 5eTqRwTGKPBUiUuN1rFaXD The Rolling Stones \n",
+ "16 6vuykQgDLUCiZ7YggIpLM9 Radiohead \n",
+ "30 3PbRKFafwE7Of8e4dTee72 The Rolling Stones \n",
+ "0 5XfJmldgWzrc1AIdbBaVZn The Beatles \n",
+ "29 4fhWcu56Bbh5wALuTouFVW The Rolling Stones \n",
+ "28 4g9Jfls8z2nbQxj5PiXkiy The Rolling Stones \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",
- "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",
- "9 Rubber Soul (Remastered) 1965-12-03 0.212179 \n",
- "8 Revolver (Remastered) 1966-08-05 0.235002 \n",
- "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... 1967-06-01 0.228461 \n",
- "6 Magical Mystery Tour (Remastered) 1967-11-27 0.268458 \n",
- "5 The Beatles (Remastered) 1968-11-22 0.246236 \n",
- "4 Yellow Submarine (Remastered) 1969-01-17 0.178876 \n",
- "3 Abbey Road (Remastered) 1969-09-26 0.288493 \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",
- "24 Kid A 2000-10-01 0.343130 \n",
- "1 1 (Remastered) 2000-11-13 0.223625 \n",
+ "15 Please Please Me (Remastered) 1963-03-22 0.091173 \n",
+ "14 With The Beatles (Remastered) 1963-11-22 0.143155 \n",
+ "12 A Hard Day's Night (Remastered) 1964-07-10 0.230041 \n",
+ "11 Beatles For Sale (Remastered) 1964-12-04 0.000000 \n",
+ "10 Help! (Remastered) 1965-08-06 0.243843 \n",
+ "9 Rubber Soul (Remastered) 1965-12-03 0.159889 \n",
+ "8 Revolver (Remastered) 1966-08-05 0.145541 \n",
+ "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... 1967-06-01 0.190612 \n",
+ "6 Magical Mystery Tour (Remastered) 1967-11-27 0.000000 \n",
+ "5 The Beatles (Remastered) 1968-11-22 0.418731 \n",
+ "4 Yellow Submarine (Remastered) 1969-01-17 0.000000 \n",
+ "3 Abbey Road (Remastered) 1969-09-26 0.284500 \n",
+ "2 Let It Be (Remastered) 1970-05-08 0.212013 \n",
+ "46 Some Girls 1978-06-09 0.097583 \n",
+ "47 Some Girls (Deluxe Version) 1978-06-09 0.161141 \n",
+ "45 Emotional Rescue (2009 Re-Mastered) 1980-06-20 0.081115 \n",
+ "44 Tattoo You (2009 Re-Mastered) 1981-08-24 0.090579 \n",
+ "43 Still Life 1982-06-01 0.000000 \n",
+ "42 Undercover (2009 Re-Mastered) 1983-11-07 0.317983 \n",
+ "41 Dirty Work (Remastered 2009) 1986-03-24 0.234265 \n",
+ "40 Dirty Work 1986-03-24 0.226456 \n",
+ "39 Steel Wheels (2009 Re-Mastered) 1989-08-29 0.257028 \n",
+ "38 Flashpoint 1991-04-02 0.204108 \n",
+ "27 Pablo Honey 1993-02-22 0.347225 \n",
+ "37 Voodoo Lounge (2009 Re-Mastered) 1994-07-11 0.217226 \n",
+ "36 Stripped 1995-01-13 0.174626 \n",
+ "26 The Bends 1995-03-28 0.360175 \n",
+ "25 OK Computer 1997-05-28 0.188200 \n",
+ "35 Bridges To Babylon (2009 Re-Mastered) 1997-09-29 0.267385 \n",
+ "24 Kid A 2000-10-01 0.000000 \n",
+ "1 1 (Remastered) 2000-11-13 0.208415 \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",
- "20 Com Lag: 2+2=5 2004-03-24 0.257476 \n",
- "19 In Rainbows Disk 2 2007-01-01 0.382191 \n",
- "18 In Rainbows 2007-12-28 0.324238 \n",
- "13 The King Of Limbs 2011-02-18 0.282058 \n",
+ "23 Amnesiac 2001-03-12 0.000000 \n",
+ "21 Hail To the Thief 2003-01-01 0.317860 \n",
+ "20 Com Lag: 2+2=5 2004-03-24 0.000000 \n",
+ "34 Live Licks 2004-11-01 0.388971 \n",
+ "33 A Bigger Bang (2009 Re-Mastered) 2005-09-05 0.255399 \n",
+ "19 In Rainbows Disk 2 2007-01-01 0.000000 \n",
+ "18 In Rainbows 2007-12-28 0.130290 \n",
+ "32 Shine A Light 2008-01-01 0.000000 \n",
+ "13 The King Of Limbs 2011-02-18 0.124500 \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 "
+ "31 Live 1965: Music From Charlie Is My Darling (L... 2012-11-06 0.000000 \n",
+ "16 A Moon Shaped Pool 2016-05-08 0.197331 \n",
+ "30 Totally Stripped (Live) 2016-06-17 0.000000 \n",
+ "0 Live At The Hollywood Bowl 2016-09-09 0.237112 \n",
+ "29 Havana Moon (Live) 2016-11-11 0.357162 \n",
+ "28 Blue & Lonesome 2016-12-02 0.124368 "
]
},
- "execution_count": 489,
+ "execution_count": 89,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 490,
+ "execution_count": 90,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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H9XFgh6RbI2JvXbGngDXARQ1eogZU6hbNHpdHxZiZTV+WyLkY2BcR+yPiILAZWF5fICKe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\ncDczKyAHdzOzAnJwNzMrIAd3M7MC+v/YOFaQT1LSawAAAABJRU5ErkJggg==\n",
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"text/plain": [
- "<matplotlib.figure.Figure at 0xab54a3ac>"
+ "<matplotlib.figure.Figure at 0x7f2d71d6da90>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 491,
+ "execution_count": 91,
"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>0.091173</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>0.143155</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>The Beatles</td>\n",
" <td>A Hard Day's Night (Remastered)</td>\n",
" <td>1964-07-10</td>\n",
- " <td>0.215407</td>\n",
+ " <td>0.230041</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>The Beatles</td>\n",
" <td>Beatles For Sale (Remastered)</td>\n",
" <td>1964-12-04</td>\n",
- " <td>0.175109</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>The Beatles</td>\n",
" <td>Help! (Remastered)</td>\n",
" <td>1965-08-06</td>\n",
- " <td>0.220622</td>\n",
+ " <td>0.243843</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>The Beatles</td>\n",
" <td>Rubber Soul (Remastered)</td>\n",
" <td>1965-12-03</td>\n",
- " <td>0.212179</td>\n",
+ " <td>0.159889</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>The Beatles</td>\n",
" <td>Revolver (Remastered)</td>\n",
" <td>1966-08-05</td>\n",
- " <td>0.235002</td>\n",
+ " <td>0.145541</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>The Beatles</td>\n",
" <td>Sgt. Pepper's Lonely Hearts Club Band (Remaste...</td>\n",
" <td>1967-06-01</td>\n",
- " <td>0.228461</td>\n",
+ " <td>0.190612</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>The Beatles</td>\n",
" <td>Magical Mystery Tour (Remastered)</td>\n",
" <td>1967-11-27</td>\n",
- " <td>0.268458</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>The Beatles</td>\n",
" <td>The Beatles (Remastered)</td>\n",
" <td>1968-11-22</td>\n",
- " <td>0.246236</td>\n",
+ " <td>0.418731</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>The Beatles</td>\n",
" <td>Yellow Submarine (Remastered)</td>\n",
" <td>1969-01-17</td>\n",
- " <td>0.178876</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>The Beatles</td>\n",
" <td>Abbey Road (Remastered)</td>\n",
" <td>1969-09-26</td>\n",
- " <td>0.288493</td>\n",
+ " <td>0.284500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>The Beatles</td>\n",
" <td>Let It Be (Remastered)</td>\n",
" <td>1970-05-08</td>\n",
- " <td>0.218608</td>\n",
+ " <td>0.212013</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\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",
- "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",
- "9 Rubber Soul (Remastered) 1965-12-03 0.212179 \n",
- "8 Revolver (Remastered) 1966-08-05 0.235002 \n",
- "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... 1967-06-01 0.228461 \n",
- "6 Magical Mystery Tour (Remastered) 1967-11-27 0.268458 \n",
- "5 The Beatles (Remastered) 1968-11-22 0.246236 \n",
- "4 Yellow Submarine (Remastered) 1969-01-17 0.178876 \n",
- "3 Abbey Road (Remastered) 1969-09-26 0.288493 \n",
- "2 Let It Be (Remastered) 1970-05-08 0.218608 "
+ "15 Please Please Me (Remastered) 1963-03-22 0.091173 \n",
+ "14 With The Beatles (Remastered) 1963-11-22 0.143155 \n",
+ "12 A Hard Day's Night (Remastered) 1964-07-10 0.230041 \n",
+ "11 Beatles For Sale (Remastered) 1964-12-04 0.000000 \n",
+ "10 Help! (Remastered) 1965-08-06 0.243843 \n",
+ "9 Rubber Soul (Remastered) 1965-12-03 0.159889 \n",
+ "8 Revolver (Remastered) 1966-08-05 0.145541 \n",
+ "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... 1967-06-01 0.190612 \n",
+ "6 Magical Mystery Tour (Remastered) 1967-11-27 0.000000 \n",
+ "5 The Beatles (Remastered) 1968-11-22 0.418731 \n",
+ "4 Yellow Submarine (Remastered) 1969-01-17 0.000000 \n",
+ "3 Abbey Road (Remastered) 1969-09-26 0.284500 \n",
+ "2 Let It Be (Remastered) 1970-05-08 0.212013 "
]
},
- "execution_count": 491,
+ "execution_count": 91,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 492,
+ "execution_count": 92,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": 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DJ5+IlJSIdOp0Z6v468LCPeSLL0R+/GPbIfrQQ8HUvhOJxXq1ch3FYr2CFeUT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\ncniwVSOpAAAAAElFTkSuQmCC\n",
+ "image/png": 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"text/plain": [
- "<matplotlib.figure.Figure at 0xab29210c>"
+ "<matplotlib.figure.Figure at 0x7f2d729a5b70>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 493,
+ "execution_count": 93,
"metadata": {
"collapsed": false
},
" <td>Radiohead</td>\n",
" <td>Pablo Honey</td>\n",
" <td>1993-02-22</td>\n",
- " <td>0.345315</td>\n",
+ " <td>0.347225</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Radiohead</td>\n",
" <td>The Bends</td>\n",
" <td>1995-03-28</td>\n",
- " <td>0.341176</td>\n",
+ " <td>0.360175</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Radiohead</td>\n",
" <td>OK Computer</td>\n",
" <td>1997-05-28</td>\n",
- " <td>0.352718</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>24</th>\n",
- " <td>19RUXBFyM4PpmrLRdtqWbp</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Kid A</td>\n",
- " <td>2000-10-01</td>\n",
- " <td>0.343130</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>23</th>\n",
- " <td>6V9YnBmFjWmXCBaUVRCVXP</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Amnesiac</td>\n",
- " <td>2001-03-12</td>\n",
- " <td>0.373617</td>\n",
+ " <td>0.188200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Radiohead</td>\n",
" <td>Hail To the Thief</td>\n",
" <td>2003-01-01</td>\n",
- " <td>0.313755</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>20</th>\n",
- " <td>6Eo5EkmdLvZrONzi046iC2</td>\n",
- " <td>Radiohead</td>\n",
- " <td>Com Lag: 2+2=5</td>\n",
- " <td>2004-03-24</td>\n",
- " <td>0.257476</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>19</th>\n",
- " <td>36lJLPoPPOKNFddTAcirnc</td>\n",
- " <td>Radiohead</td>\n",
- " <td>In Rainbows Disk 2</td>\n",
- " <td>2007-01-01</td>\n",
- " <td>0.382191</td>\n",
+ " <td>0.317860</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Radiohead</td>\n",
" <td>In Rainbows</td>\n",
" <td>2007-12-28</td>\n",
- " <td>0.324238</td>\n",
+ " <td>0.130290</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Radiohead</td>\n",
" <td>The King Of Limbs</td>\n",
" <td>2011-02-18</td>\n",
- " <td>0.282058</td>\n",
+ " <td>0.124500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Radiohead</td>\n",
" <td>A Moon Shaped Pool</td>\n",
" <td>2016-05-08</td>\n",
- " <td>0.382391</td>\n",
+ " <td>0.197331</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"27 6400dnyeDyD2mIFHfkwHXN Radiohead Pablo Honey 1993-02-22 \n",
"26 500FEaUzn8lN9zWFyZG5C2 Radiohead The Bends 1995-03-28 \n",
"25 7dxKtc08dYeRVHt3p9CZJn Radiohead OK Computer 1997-05-28 \n",
- "24 19RUXBFyM4PpmrLRdtqWbp Radiohead Kid A 2000-10-01 \n",
- "23 6V9YnBmFjWmXCBaUVRCVXP Radiohead Amnesiac 2001-03-12 \n",
"21 1oW3v5Har9mvXnGk0x4fHm Radiohead Hail To the Thief 2003-01-01 \n",
- "20 6Eo5EkmdLvZrONzi046iC2 Radiohead Com Lag: 2+2=5 2004-03-24 \n",
- "19 36lJLPoPPOKNFddTAcirnc Radiohead In Rainbows Disk 2 2007-01-01 \n",
"18 7eyQXxuf2nGj9d2367Gi5f Radiohead In Rainbows 2007-12-28 \n",
"13 1DBkJIEoeHrTX4WCBQGcCi Radiohead The King Of Limbs 2011-02-18 \n",
"16 6vuykQgDLUCiZ7YggIpLM9 Radiohead A Moon Shaped Pool 2016-05-08 \n",
"\n",
" gloom \n",
- "27 0.345315 \n",
- "26 0.341176 \n",
- "25 0.352718 \n",
- "24 0.343130 \n",
- "23 0.373617 \n",
- "21 0.313755 \n",
- "20 0.257476 \n",
- "19 0.382191 \n",
- "18 0.324238 \n",
- "13 0.282058 \n",
- "16 0.382391 "
+ "27 0.347225 \n",
+ "26 0.360175 \n",
+ "25 0.188200 \n",
+ "21 0.317860 \n",
+ "18 0.130290 \n",
+ "13 0.124500 \n",
+ "16 0.197331 "
]
},
- "execution_count": 493,
+ "execution_count": 93,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 494,
+ "execution_count": 94,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": 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2Jx6Jpa7OmWEmTzYzTCLIxM9dREYAs1R1rLd9o3fC2xPkeQ1nkhmYbF4R0Ztu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\nGBHk/wNCRIpm/I+JMAAAAABJRU5ErkJggg==\n",
+ "image/png": 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9TVOhqKiIoqKipI6t9CImEckDPgG6AmuAecDZqrqogmMfBl5U1WnB/T2BH1X1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\nJoL+H3AtugJIMCQKAAAAAElFTkSuQmCC\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xab24346c>"
+ "<matplotlib.figure.Figure at 0x7f2d728fc9e8>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 495,
+ "execution_count": 95,
"metadata": {
"collapsed": false,
"scrolled": true
"data": {
"text/plain": [
"defaultdict(int,\n",
- " {'03Qh833fEdVT30Pfs93ea6': 0.30313780757650094,\n",
- " '0PYyrqs9NXtxPhf0CZkq2L': 0.39554610177908917,\n",
- " '19K3IHYeVkUTjcBHGfbCOi': 0.4926787306023092,\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",
- " '3OdI6e43crvyAHhaqpxSyz': 0.44772169900647624,\n",
- " '3nkEsxmIX0zRNXGAexaHAn': 0.5788171236704196,\n",
- " '47bcKzmKgmMPHXNVOWpLiu': 0.2953681657492741,\n",
- " '500FEaUzn8lN9zWFyZG5C2': 0.2361303334346605,\n",
- " '5XfJmldgWzrc1AIdbBaVZn': 0.3887292504282335,\n",
- " '5ju5Ouzan3QwXqQt1Tihbh': 0.40349206426460227,\n",
- " '6400dnyeDyD2mIFHfkwHXN': 0.22536295726702718,\n",
- " '6Eo5EkmdLvZrONzi046iC2': 0.3776567485151355,\n",
- " '6P9yO0ukhOx3dvmhGKeYoC': 0.2752720160835255,\n",
- " '6V9YnBmFjWmXCBaUVRCVXP': 0.1561887159181926,\n",
- " '6vuykQgDLUCiZ7YggIpLM9': 0.12056755508379581,\n",
- " '71Mwd9tntFQYUk4k2DwA0D': 0.5490106468656754,\n",
- " '7BgGBZndAvDlKOcwe5rscZ': 0.5087387310808495,\n",
- " '7dxKtc08dYeRVHt3p9CZJn': 0.1600362993556834,\n",
- " '7eyQXxuf2nGj9d2367Gi5f': 0.29134666578005836,\n",
- " '7gDXyW16byCQOgK965BRzn': 0.47916115082339855})"
+ " {'03Qh833fEdVT30Pfs93ea6': 0.0598501781172226,\n",
+ " '064eFGemsrDcMvgRZ0gqtw': 0.3355120536377068,\n",
+ " '0PYyrqs9NXtxPhf0CZkq2L': 0.46196488464852764,\n",
+ " '0ZGddnvcVzHVHfE3WW1tV5': 0.46118307452169804,\n",
+ " '19K3IHYeVkUTjcBHGfbCOi': 0.626999083242065,\n",
+ " '1DBkJIEoeHrTX4WCBQGcCi': 0.34937728065848533,\n",
+ " '1PULmKbHeOqlkIwcDMNwD4': 0.15933465315198164,\n",
+ " '1TpcI1LEFVhBvDPSTMPGFG': 0.38446875479914316,\n",
+ " '1W1UJulgICjFDyYIMUwRs7': 0.052659864467403415,\n",
+ " '1WSfNoPDPzgyKFN6OSYWUx': 0.369845537500919,\n",
+ " '1YvnuYGlblQ5vLnOhaZzpn': 0.5095755952848693,\n",
+ " '1oW3v5Har9mvXnGk0x4fHm': 0.23274435359579732,\n",
+ " '25mfHGJNQkluvIqedXHSx3': 0.4267182570832075,\n",
+ " '2Pqkn9Dq2DFtdfkKAeqgMd': 0.28015413095314634,\n",
+ " '2pCqZLeavM2BMovJXsJEIV': 0.354664325706374,\n",
+ " '2wZgoXS06wSdu9C0ZJOvlc': 0.6311525754839657,\n",
+ " '3OdI6e43crvyAHhaqpxSyz': 0.45775592176080543,\n",
+ " '3nkEsxmIX0zRNXGAexaHAn': 0.6799804196031648,\n",
+ " '4FTHynKEtuP7eppERNfjyG': 0.38665825887700045,\n",
+ " '4M8Q1L9PZq0xK5tLUpO3jd': 0.4899906390085749,\n",
+ " '4fhWcu56Bbh5wALuTouFVW': 0.2192547795279061,\n",
+ " '4g9Jfls8z2nbQxj5PiXkiy': 0.4984412982048782,\n",
+ " '500FEaUzn8lN9zWFyZG5C2': 0.17580689858271992,\n",
+ " '50UGtgNA5bq1c0BDjPfmbD': 0.15444771957009618,\n",
+ " '54sqbAXxR1jFfyXb1WvrHK': 0.4271649193667139,\n",
+ " '5XfJmldgWzrc1AIdbBaVZn': 0.3873434738304571,\n",
+ " '5ju5Ouzan3QwXqQt1Tihbh': 0.4001232105218359,\n",
+ " '62ZT16LY1phGM0O8x5qW1z': 0.09293621981068279,\n",
+ " '6400dnyeDyD2mIFHfkwHXN': 0.21004827110317384,\n",
+ " '6FjXxl9VLURGuubdXUn2J3': 0.6264619003871639,\n",
+ " '6vuykQgDLUCiZ7YggIpLM9': 0.3641264424181605,\n",
+ " '71Mwd9tntFQYUk4k2DwA0D': 0.6683141985701503,\n",
+ " '7dxKtc08dYeRVHt3p9CZJn': 0.4123872101750843,\n",
+ " '7eyQXxuf2nGj9d2367Gi5f': 0.7084938424691288,\n",
+ " '7gDXyW16byCQOgK965BRzn': 0.567016632675302})"
]
},
- "execution_count": 495,
+ "execution_count": 95,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 496,
+ "execution_count": 96,
"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>0.091173</td>\n",
+ " <td>0.567017</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>0.143155</td>\n",
+ " <td>0.679980</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>The Beatles</td>\n",
" <td>A Hard Day's Night (Remastered)</td>\n",
" <td>1964-07-10</td>\n",
- " <td>0.215407</td>\n",
- " <td>0.549011</td>\n",
+ " <td>0.230041</td>\n",
+ " <td>0.668314</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>The Beatles</td>\n",
" <td>Beatles For Sale (Remastered)</td>\n",
" <td>1964-12-04</td>\n",
- " <td>0.175109</td>\n",
- " <td>0.508739</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>The Beatles</td>\n",
" <td>Help! (Remastered)</td>\n",
" <td>1965-08-06</td>\n",
- " <td>0.220622</td>\n",
- " <td>0.492679</td>\n",
+ " <td>0.243843</td>\n",
+ " <td>0.626999</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\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",
- "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 "
+ "15 1963-03-22 0.091173 0.567017 \n",
+ "14 1963-11-22 0.143155 0.679980 \n",
+ "12 1964-07-10 0.230041 0.668314 \n",
+ "11 1964-12-04 0.000000 0.000000 \n",
+ "10 1965-08-06 0.243843 0.626999 "
]
},
- "execution_count": 496,
+ "execution_count": 96,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 497,
+ "execution_count": 97,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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84x+TWL36IZ59dhKDBs3URO6Q3/zGfuI59dS6j4tXco3neHRN4j7WkCT+/vt2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\n3p+on3CP0OgkXuNF3gXYZow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"text/plain": [
- "<matplotlib.figure.Figure at 0xab32f0cc>"
+ "<matplotlib.figure.Figure at 0x7f2d72945048>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 498,
+ "execution_count": 98,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": 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AEcBjQHsR6RhWepsiIl1F5AlcOfUoEfmetz4Rr9YC56vqAGAecIKI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\nGBNjFuSNMSbG/h+xnkxtSnobQQAAAABJRU5ErkJggg==\n",
+ "image/png": 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YZpvcnVNEJBfq7dg0s57AaHfvHd0fCXiazs1DgauAA9z933Wcyy+66KJv7peX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\nSVxEJMGUxEVEEkxJXEQkwf4fF5u65pMFg0gAAAAASUVORK5CYII=\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xac2330ac>"
+ "<matplotlib.figure.Figure at 0x7f2d7291bdd8>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 499,
+ "execution_count": 99,
"metadata": {
"collapsed": false
},
},
{
"cell_type": "code",
- "execution_count": 500,
+ "execution_count": 100,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": 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Kvd6ij/QHxzGnwvevQbN2cOIEW+WJFWKm9quFOL57ibFD9jHxrRMY1mk7AAVb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\nIUQbo0JeCCHaGBXyQgjRxrwERxl/U1x0dgIAAAAASUVORK5CYII=\n",
+ "image/png": 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GXlHqSuokOPIqWHimLaiuRA/G2Py6way6FiB04bUe5OTkcvvtWeTkeEhJcTFlSjopKUmh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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xab65560c>"
+ "<matplotlib.figure.Figure at 0x7f2d727a0dd8>"
]
},
"metadata": {},
},
{
"cell_type": "code",
- "execution_count": 501,
+ "execution_count": 101,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": 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N+SuviDRvXiCv3pRc4/89c3Sy5Ob6tifPSCuo+UymxZ79ebid+tav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\nYDBYGCPkDQaDwcL8f60O/z+rAhZsAAAAAElFTkSuQmCC\n",
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g7YOeTrN9u1vs8rj3PZRjnu3DGd0siYdLwX63q33THn5HEj0SqkCnCVD7ZDcF\n8dedFf+e36dBq0GQ5G1O3PDh8LvfxV+VwlBddx2sXAkLFvgdiSnOkni4bPkcap8C1eO4qEYoEhKh\n4z/cnPlZXeCX7RX3Xj8vhk3Toc1fPJ2mMhS5Kq+qVeGuu+xqPBpZEg8X60opnSRAh+eg0aUw8xLI\n21Ix77Pob3DaA1DV27r4ylDkKhT/938wbRqsW+d3JKYoS+LhoOqSeLPQknhWVg59+6bToUMaffum\nk5WVE+YAo4AInDkSml0DMy6GvevDe/6tX7p656fc5uk0laXIVSjq1IGbbrJ9OKOOqpb5BXQDMoEV\nwH1HOa4vUACcVcrzGpd+/kH1vRNVCwrK/dI1a7K1UaPBCnvU/TXYo40aDdY1a7IrINAosWS46gcn\nq+4JUxsLClQ/uVB11aueT9Wjh+qzz4YhpjiVlaVar57qrl1+R1K5BHJniXm3zCtxEUkAXgCuANoC\n/UXk1BKOqwUMAr4Kxx+XmLJ+sis7G0LNkKFDx7N5czpQM/BITTZvTmfo0PHhjDC6tL3fDT7OuNht\nJu3Vxo/hl22QcoOn08ye7eZC3+btYj6uJSdDly4wLsb2BIlnwXSndARWqmqOqu4HJgK9SjjuUdwu\n97+EMb7Y4KE/PCurgEMJvFBNVq2KkvojFeXUu900wBmpbgf6UGmBq6B4xuOelvmrwn33waOPwjER\nXpsUawYPdmUI8vP9jsRAcEm8KbC2yP11gccOEpEzgWaqOi2MscWGX7bDz9+7RT4hSElJAHKLPZpL\nZmYCr70WndVdw6blrXDGE25D6R2LQjtHzluQUA2a/dZTKO+/D3l5la/IVSg6doQTT4R33/U7EgPB\nJfGS+ggOphYREeAZYHAZr4lPG6a5WReJoVUHGjVqALVqpXEokefSqFEab789gLFj3Wq5zMywRRt9\nTroROox288i3f1u+1xbsD2z4MMJT+dv8fLfZw4gRtqw8WIWLf+L6IiNGBPP5cx3QvMj9ZsCGIvdr\n4/rKMwIJvTHwgYj0VNX5xU82bNiwg7dTU1NJTU0tf9TRZN2HnqYWNmnSgurVB3HuuU/x888FJCcn\nMGrUIFJSWnDllTB2LFx4oZvy9sADcVpJrsW1rr5KxpVw0fvQ4LzgXrd6HNQ6KeRPQYUqe5GrUFx9\ntZvB88UXcMEFfkcTfzIyMsjIyAju4NJGPPXQjJJEYBXQAqgGLATaHOX4T4H2pTwXiYHcyMn/RfWt\n41T3bgovlgZCAAAYh0lEQVT5FC+9pHrllUc/Zu1a1WuuUW3VSnXWrJDfKvqt/1h1Un3VTUE0cn+u\n6rsnqG6b5+ktc3NVTzhB9ZtvPJ2mUhozRrVXL7+jqBzwMjtFVQ8AA4FPgKXARFVdJiLpIlLSTsBK\nZelO2TIbjj0VqjcK6eX5+fDkk+4K+2iaNXP9j6NGwYAB7mvbtpDeMrqdcIWrejjnWtjw8dGPXfE8\nNDgf6p3t6S1Hj4bzz7ciV6EYMMBdia9c6XcklZuVovXi27sgqRG0+2tIL584EV54AebMCf41e/a4\nFYWvv+76cAcMiJ7d0MJm65fw2W/h3FegWQkToX7d4bbAu2wOHNs65LfZvt1tPzZ3ris5a8rvoYfc\n/+PYsX5HEt+OVorWknioVOHDk+CiD6Dub0J6efv2rkpejxBqZs2fD3/+M9SsCS+9BKceMXM/xm3/\n1u0S1GE0tLju8OcWPuBmBZ37D09vMXiwqxlu24+FbtMmOO00dzVer57f0cQvqydeEXYudXOU65we\n0ss//hgKCuDKK0N7+7POgq++gj593MBnWpqbIhc36p0Nl3wC8++FNRMOPb53A6z6B5zurTpVTg6M\nH29Frrxq3Biuucb+EPrJrsRDtXS4q/9xzgshvfzii92VdDjmJa9b5yrMLV3qrsov8TZZI7rszIRP\nLyPnuD8z/sOFFGyaTUJSXQakTadFckrIpx0wwM11fvTR8IVaWS1dCl27QlZWnM6eClFWVg5Dh44n\nK6uAlJQERo0aQEpKaBuVHO1KPKjaKeH6Ip5mp0zvrLphekgv/eIL1ZQU1f37wxvSBx+oNm+uetNN\nqlu3hvfcfspe/KkO7pGge8ah+h90zzh0cO9Gmp21JqTzff+9asOGqjt3hjnQSqxbN9Vx4/yOInqE\nuyYSR5mdYlfiocjb4gbWem8Oaf/Inj2he3e4/fbwh7Znj+si+M9/4mfgM/3evgw5/R1qFrnKy82D\npxb3Ie2ZSeU+31VXwWWXwd13hzHISm7GDLjnHlcFMtZ/3o7mwAH3O7ZrV8lfO3e6f//zn3RWrRrC\n4SU1cunT5ykmTUor9/se7Uo89GITldmGadC4a0gJfMkSmDcP3nyzAuICatWCp5+G66+HW2+FCRNi\nf+CzYHfWYQkcoGYSFOzOLve5CotcvfNOeGIzTpcukJgI06dDt25+R3Ok/PzSE+/RknHxr7173e/Y\nscce+XXccYdu5+WVXBMpOzv8NZEsiYdi/WRo2jOkl44c6a4Aq1fwXspnnQVffx0fKz4TaqeQmzf/\niCvxhNrJ5TpPYZGrxx6zIlfhJgI33JDDTTeNp1kz733AhX79NbjkWtbXL79A7dolJ9yiX8nJpSfm\nY491s8GCKc2wZEkC69blUvxKPDk5/HNJrDulvA78Au82hKtXlXsfx6wst6hk9Wr3wxEpsT7wmZOd\nxfODO5PeYzM1k1wCT5vaiEF/n1uuwc1334VHHnHTM61GSnhlZeXQqdPzbNlSWFY5l/r103jzzUEc\nd1yLcl/xFn4dOFB6wi3rarjoV40ake3mycrKoXPn54uUmXY1kebOHRTSHzabJx5OG6bDkkfg8i/K\n/dKBA93VwPDhFRBXED78EAYNckn8qaegfn1/4ghFTnYW40cPpWB3Ngm1kxlw96hyJfD8fGjXzpVQ\njcaP+7Gub9903nnnyD7gmjWfolWrtKCTbfGvpKTY7WMvnJ2SnV1YE6liZqdYEi+veQOhRjO3sUE5\nbN4MbdrAsmXQKLRV+mERjwOfwXjlFXjjDZg5s3K0N9I6dEhj/vz0Eh//9tsjHzflY4t9wqVwL80Q\nqhY+9xz06+dvAodDA58ffQRjxlSCUre4wahhw9x4hCXwilFaXfyK6AM2h7P/4fL4eTFIIhx3Wrle\ntmsXvPxydG2+WzjwGbcrPouwIlcVb9SoATRqdGRd/FGjBvgYVeVg3SnlseRxN0f87NHletmTT8Ki\nRa4LIxrF+sDn0ViRq8gJZx+wOZz1iYfL9E5wxmNujniQ8vLgpJPc/NnTQyuzEjGxPPBZmsGDYd8+\nq7JnYpv1iYfDvs2wazk0uKhcL5swwXVdRHsCB7eSdOlSOP54aNuWmN/j04pcmcrArsSDtfpV2Pix\n27QgSPn57qP8v/7l+mRjyfz5bsVnrVqxu+LzppugeXMrcmVin+crcRHpJiKZIrJCRO4r4fk/i8j3\nIrJARD4TkRj8lS9DCLNSJk1yezfGWgKHQwOfvXu7PRRjbeBz8WJX7jeaBpONqQhlXomLSAKwAuiC\n2yB5HtBPVTOLHFNLVfcEbl8N3KGq3Us4V8hX4ocWe2SRUDul3Is9PDmQB+80hF5ZcExwle8LN314\n4onQa4ZHi8KBzyVL3FX5pZf6HVHZrMiViSdeC2B1BFaqak7gZBOBXsDBJF6YwANqAWGt8nLksuv5\npA2eU+5l1yHbNAvqnhF0Agd3FajqqhXGusI9Pj/8EP74R0hNdQOfDcpXdSBirMiVqUyC6U5pCqwt\ncn9d4LHDiMgdIrIKGAHcFZ7wnPGjhx5M4OAq2KX32Mz40RH6rBxCV8rw4XD//fG1uKRw4LNePbeE\nPRoHPq3IlalsgkniJaWhI351VXWsqrYE7gMe8hpYUaWWIl03Db5Pg5/mV1w2UYUNU8qVxL/4Atav\nh9/9rmJC8lO0r/h87z3Xd9+/v9+RGBMZwXSnrAOaF7nfDNc3Xpo3gZdKe3LYsGEHb6emppKamlpm\nAKWWIm3QEfJzYc51UJDnysM26wUNUyGxWpnnDcqOhZBwDBwb/FjtiBFuQK1KHBf6LRz4HDPGDXze\neaf/pW7z810Mo0dblUIT2zIyMsjIyAjq2GAGNhOB5biBzY3AN0B/VV1W5JiWqroqcPtq4CFV7VjC\nuUIa2CyzFKkq7MqEdR/A+g9h5zJocrlL6Cd0h2p1y/2eBy1+BH7dAR2eCe7wxXD55ZVrv8FoGfj8\nxz9g4kQrcmXij+cVmyLSDRiN634Zp6ojRCQdmKeqU0TkWaAr8CuwAxhYNMkXOU8YZqcEUYp03yZY\nP8Ul9M0ZUO8cl9Cb9oRayeV744/PgfZPQqPg1qJff71b2HPfERMx41/hik8/Bj737nXL6t9/32qk\nmPhTuZfd5+fCphmBq/QpUL3JoYR+fIejX7Lt3QDT2rm9NBOqlvlWfm36EE38KnU7fDgsWABvBb8W\ny5iYUbmTeFEFB2D7Vy6hr/vAJfhmPV1Cb3TJwT0zD171b5tHAgUMePSzoKYy3nmnS95PPFHRDYl+\nkVzxaUWuTLyzJF6aXcsP9aP/vASaXE6OduL5Z0aQftXWcm0FFi2bPkSTAwfcwOcjj1TswKcVuTLx\nzpJ4MPK2wPoppKf9jSGXbjxiJsxTi/uQ9sykUl/+4INuv8AxYyIQa4ypyIHPnBw3U2bpUmjcOHzn\nNSaaWBXDYCQ1hJNvpiCpSclz0ndnl/rSnTvdzIghQyo2xFhVuOJz1CjXR37TTbB1a3jO/fDD7irf\nEriprCyJF+PmpB/+WG4eJNROLvU1L73kNt9NiVApl1jVq1d4V3x+/70rb2B/PE1lZt0pxZQ5J72Y\nffvcpg+ffBIbNcOjRTgGPnv0cHPyrciViXfWJ15O5ZmT/tJLMHUqTJ4c4SDjgJeBz9mzXddMZqbV\nSDHxz5J4BcnPh1at4N//js2a4dGivAOfqtC5s1tY9Ic/RCZGY/xkA5sV5O233aCdJXBvyjvwaUWu\njDnEkniIVN2KxPvv9zuS+BHMwGdhkauRI63IlTFg3SkhmzbNJZOFC63YUkUoPvB5zDE5DB06nnnz\nCti3L4GvvhrASSe18DtMYyLC+sQrwIUXwh132Ef6ilQ48Pnwwznk5z9Pbm46UBPIpVGjNObOHURK\niiVyE/+sTzzM5syBDRvic9OHaJKY6AY8zztvfJEEDlCTzZvTGTp0vI/RGRMdLImHoDJs+hBNNm8u\n4FACL1ST7OywbuVqTEyyJF5O338P333nZlGYyEhJSQByiz2aS3Ky/fgaY78F5TRyJNxzT+XZtSca\njBo1gEaN0jiUyF2f+KhRA3yMypjoEDMDm1lZbnZCVlYBKSkJjBo1IOKDWmvWQMeO7t9jj43oW1d6\nhd//7OwCkpP9+f4b45dwbc/2LIe2ZxtZ7Pl7gVuA/cBW4GZVXVvCeUJK4llZOXTu/DybN/s7O+GO\nO6BOHdv0wRgTWZ6SuIgkACtwGyVvAOYB/VQ1s8gxFwNfq2qeiNwGpKpqvxLOFVIS79s3nXfeGcLh\ng1u59O79FO+8k1bu84XCNn0wxvjF6xTDjsBKVc1R1f3ARKBX0QNUdbaqFhZw/Qpo6iXg4rKySp6d\nMHVqAQ88APPmeStpGoxnn3Vzwi2BG2OiSTBJvClQtGtkHUdP0n8CPvISVHGlzU44//wEROCGG6BF\nCzenOCPDLc0OJ9v0wRgTrYKZ6VzSJXyJ170icj3QAbi4tJMNGzbs4O3U1FRSU1PLDGDUqAHMmZN2\nRJ/4P/85iJQU10e9bJkrjDRkiNuyq2dPuOYa6NrV+0ySF1+E7t1t0wdjTGRkZGSQkZER1LHB9Il3\nAoaparfA/fsBLWFwsyswGrhIVbeXci7Ps1OCmZ2QkwPvv+8q4y1aBFdcAb17w5VXQu3a5Xtf2/TB\nGOM3rwObicBy3MDmRuAboL+qLityTHvgbeAKVV19lHNFvHbKli3w4Ycuoc+ZAxdd5BJ6z55Qv37Z\nr3/xRVfsyjZ9MMb4JVxTDEdzaIrhCBFJB+ap6hQR+R/QDpfkBchR1d+WcB5fC2Dt3OkS8nvvwfTp\nbpf0a65xXyeeeOi4onPSMzMTmDBhAH372pxkY4w/rIphCfbtgxkz3BX65Mmuv7t3bzjnnByuv97/\nOenGGFPIkngZ8vPhs89cQh83Lp28vCPnpPfp8xSTJkVmTroxxhRlpWjLUKWK29fxhRfgtNOsYp4x\nJnZYEi/GKuYZY2KJdacUEy11WowxppD1iZeTVcwzxkQTS+LGGBPDbGDTGGPilCVxY4yJYZbEjTEm\nhlkSN8aYGGZJ3BhjYpglcWOMiWGWxI0xJoZZEjfGmBhmSdwYY2KYJXFjjIlhQSVxEekmIpkiskJE\n7ivh+QtF5DsR2S8ivcMfJkFvGhorrD3RzdoTveKpLeC9PWUmcRFJAF4ArgDaAv1F5NRih+UANwH/\n8RTNUdg3LrpZe6JbPLUnntoC3ttTJYhjOgIrVTUHQEQmAr2AzMIDVPXHwHNW3coYYyIomO6UpsDa\nIvfXBR4zxhjjszJL0YpIX+ByVb01cP964BxVvbuEY18DJqvqu6Wcy67UjTEmBKWVog2mO2Ud0LzI\n/WbAhnAGYYwxJjTBdKfMA1qKSAsRqQb0Az48yvGWqI0xJkLKTOKqegAYCHwCLAUmquoyEUkXkasA\nRORsEVkL9AVeEpHFFRm0McYYJ6LbsxljjAmvqFyxKSJx0SUjIrUD/8ZFe+DguoG4ICL1A//G0/cn\nLtoiIol+xxBOInK+iJxcEeeOml9IEWknIleISJVY301ZRM4SkUnAnwDipD2/B1DVAr/j8UpE2ovI\nNOBeiO3vj4h0FpHnRGQAxHZb4GDX7L+Bhysq6UVS4HfnE2AWcFxFvIfvSVxE6orIWOB14FZgeKx+\n80Sknog8D4wFfkNg9k+sXlWI8ygwExgsIucHHvf95yYUIpIgIhOA14D/qupf/Y7Ji8D03xdwkw+6\nishjItLO57BCEvjevAC8jPt5awIME5Ea/kYWGhGpKiIvA/8AngOmA6mB58L6+xMNv4xDgF9U9Uzg\nFtzS/lj9SDgKdzHUCXcVfgMcHByOOYGruh+A64AxuD+yMXs1Hoi7LvCDqr4OICINYrgLoi3wrqr+\nG/d7dC7wOxGp429Y5Rf43swCuqjqeOBJQIF8P+Py4BhgNnChqk4B3gHaBHoawvr740sSF5GUIn9h\nH1fVewO3LweOB9oW9idHu0BbqgfuDlTVuwK3twI/iEhrn0ILiYhcKyJ/EZHzAg+9CfwP+Ao4RkT6\nB46LiU8XRdpzQeChm4DLRWSoiHyKu0r6h4g08C/K4BRpS+fAQz/hvifHqeomYDNuTUcn34IsBxHp\nJCKtCu+r6ruq+rOIXAZ8i7saf0JE2vgWZDkUa0+uqv5XVfcF7lcBDqhqfkxfiYtIsoh8BPwT+LeI\ntFbVvYHnUnFXExOAa3B9Ys0iGV95FGvL60XbEqDACUBh+6L6ak9EEkXkYaCwSuXLItJbVQsCV+RZ\nwGTgOhGpG+2fLkpoz4sicq2q7gBG4/rDh+Gmz9YG/iAiwSx+i7gS2vKKiFwBfAM0Av4pIm8BicAe\noHHgdVH5MycidURkKu7i4FoRqRl4vDDeHcDvVfUy3O/PTSLSyJ9oy1ZSe1RVA92RhTl2NnBN4Hcn\ntq7Ei/0gDQG+VtUuwKfAo4V9eKqaoarnqOqLuI9SDYFTKjq+8jhKW2bh2tK28ElVXQ4cwBULi3qB\npNwaGKyqTwNpwMDCq6DAFcWXwHqgN0A0j12U0p47RaSVqj4KtFHV2aq6HXgD+K2qRuVH9xLaMgwY\nDOwGHgAmAR+ran/ga6B74HXROshZE9dHPChw+yI4FK+qfquq0wLHTgPaE7gYilKltkdVCwKJPDtw\nzMXhfvNIXIknARS5ylkKoKov4Cok9heRhoFjJPDcD0B9XMOjSWltGYNry+8L2xLwNtBQRBKj8RdK\nRG4UkYuL9KFuBuoG+u3exfWHX1t4NaGqWcBE4BER2YVrc9QIoj2Lcd8jUdWdRV56MvB1NHURldGW\nScBK4DpV/UlV31TVVwPHtQbe9yPmoynSnmNVdT1uwO8tIA84V0ROKOWlHYCNRFnfeLDtCfysFRDI\nHYHnw/opqcKSuIhcJiL/A0YFPsbm4/rw2ovIGSJyBrAEaIHrBweoIiI9RWQm7od2WzR8JAyxLeCq\nPZ4YTV0PgY94TQL9wTcBfwDGiEgtYBtwOlArcPjzuKvuRoHXtgFewf3xukBV34h0/MWF0J5rONTd\n0EVEvgYuBV7x+/tUzrY8B/xWRJoEXttFRJbirlrnRD76I5XSnhdFpL6q5gW6H2fgBpsvLfK6YwO/\nc/OAbsATRfqWfRNKewLdKomqugc3YaNT4eNhC0xVw/4FtMR9rOuF+6F6A7gD1/f4EDAF94N2NvBf\n4M7A67ri+vl+WxFxRagtA4u8NgXo7ncbisSTGPi3FfB64HYV3JTIcUAd3Ee+i4AageffBO4O3G4C\nXOV3O8LQnoGB2z2Ba/xuR5i+NydHS1vKaM/zuBk1RY+9F3gMN486KfBYV6CX3+0IQ3tqFHm8akXE\nFraBnCIfuQtwU52+U9UPAs/NAP4OvK2qj4rISaq6JvDclwQ+YgAzVdX3j+ge2vIFRT4uqet+yPKj\nDUUFun8eARLFLXI5Ftdfj7rR8oHAJuBp3B+ifriE/SbuY+xXgWM34v5o+SoM7ZkXOPZohdwiIozf\nm9XA6og3oJgg2nMXsEFELlbV2YGXvYJLejOA5iLSXlVn+BD+ETy2539Ai0B7Nqjq/oqIMSzdKSLy\nR1zJ2kcDDy3G9XUnB+5Xwf2APRO4nxV43a3AzcACiI6BGI9t+RNR1BYAEbkY+A73EW8Vrl37gUtE\npCMc/GOVDoxS1Qm4Ymc3isgCXHujpqBZPLUnntoCQbdHcUlxWJGX9sB9ul0InK6qIZW6DrcwtGcR\nkWhPGD5m1MINpNwNzAdODTz+LK7r4QvcaszTgalAo8Dz9+CuiM7x+6NSPLalSJsuBG4ocn8scDsw\nAPcJA9wf88a4WQ4nBh5rDJzkd/zx3J54aksI7XkLSA481gu4yO/4Y7U94Wps88C/I4A3A7cTcYN8\nFwTunwiMB44J3K8RjveugG9c3LSlMDbc6rHCPr0/AMMDtxcCgwK3zwbe8DveytSeeGqLtce/9oSl\nO0UDGyXjrlhTROQKdSP9O1W1cKT8Ntxcz/zAa6Jy3mc8tQVcbKr6ix6aeXEZbjUpwB9xS4Gn4D5p\nzPcjxvKIp/bEU1sgtPZEw+yz0sRKe8K6Qk1VN4nIOOBBYLqqHgj0Hf0VqArcrFE03e5o4qktcHCZ\nvOKmCxYO6O3Gta8dkKVuvmtMiKf2xFNboHzt0cClbDSL9vaEdVMIEUlQt0JpEm6C/i+4EeeV6kbP\nY0Y8tQUOXiFUw5UJeA83oLwd95Fwl5+xhSKe2hNPbQFrT6SF+0q8QFxhq4a4souPqOrH4XyPSImn\ntsDBRQftcf16KcBrqjrO57BCFk/tiae2gLUn0sK+PZuIDAGaAfep6i9hPXmExVNbAMQVFLsBeNra\nE13iqS1g7YmkikjiCRqj9aaLi6e2GGPik22UbIwxMSwadvYxxhgTIkvixhgTwyyJG2NMDLMkbowx\nMcySuDHGxDBL4sYYE8MsiRtjTAz7/2AcxEjrixcHAAAAAElFTkSuQmCC\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0xab134c4c>"
+ "<matplotlib.figure.Figure at 0x7f2d71a30e10>"
]
},
"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 / blobdiff