X-Git-Url: https://git.njae.me.uk/?a=blobdiff_plain;f=beatles-vs-stones-gather-data.ipynb;h=18b90c9db92a44c0f59467792d3dcc70b205993d;hb=refs%2Fheads%2Fmaster;hp=a902935c59d59193144e34405faaaec8cde59644;hpb=f957e34d6d16305be59287c3ca0ffb7a08805ca3;p=battle-of-the-bands.git diff --git a/beatles-vs-stones-gather-data.ipynb b/beatles-vs-stones-gather-data.ipynb index a902935..18b90c9 100644 --- a/beatles-vs-stones-gather-data.ipynb +++ b/beatles-vs-stones-gather-data.ipynb @@ -4,53 +4,31 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Sad songs\n", + "# Battle of the Bands: Data gathering\n", "\n", "This is a replication of the [fitteR happieR](http://rcharlie.com/2017-02-16-fitteR-happieR/) post which attempted to find the most depressing Radiohead song.\n", "\n", "I've redone it here, using tools available in TM351.\n", "\n", - "I'm also on a bit of a Beatles jag, so I've also done the analysis for Beatles songs.\n", - "\n", - "http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0115255#s5\n", - "https://www.discogs.com/developers/#page:database,header:database-artist-releases\n", - "http://data.discogs.com/\n", - "\n", + "I'm also on a bit of a Beatles jag, so I've also done the analysis for The Beatles and The Rolling Stones.\n", "\n", "## Contents\n", - "### Data gathering\n", "\n", "* [Getting data from Spotify](#getspotify)\n", "* [Tag album with artist](#tagalbumwithartist)\n", "* [Tag track with artist](#tagtrackwithartist)\n", "* [Get full track data](#fulltrackdata)\n", "* [Lyrics search](#lyricssearch)\n", - "\n", - "^^ Done\n", - "\n", - "vv Not done\n", - "\n", "* [Matching datasets](#matchingdatasets)\n", "* [Copy the lyrics over](#copylyrics)\n", "* [Sentiment analysis](#sentimentanalysis)\n", - "\n", - "### Data analysis\n", - "* [Analysis](#analysis)\n", - "* [Sentiment](#sentiment)\n", - "* [Gloom index](#gloomindex)\n", - "* [Revised gloom index](#revisedgloomindex)\n", - "* [Contrasting songs](#valencenegcontrast)\n", - "* [Gloom per album](#gloomperalbum)\n", - "* [Complexity per album](#complexityovertime)\n", - "\n", - "### [Conclusion](#conclusion)" + "* [Remove live and duplicate tracks](#removedupliates)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { - "collapsed": true, "run_control": { "read_only": false } @@ -86,9 +64,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Open a connection to the Mongo server\n", @@ -98,9 +74,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# try:\n", @@ -112,9 +86,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# Create a database and a collections within it.\n", @@ -136,9 +108,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -159,10 +129,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, + "execution_count": 6, + "metadata": {}, "outputs": [], "source": [ "## How to write the config file. Fill in the details, and create a different config section for Spotify.\n", @@ -175,6 +143,17 @@ "# config.write(configfile)" ] }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "stones_id = '22bE4uQ6baNwSHPVcDxLCe'\n", + "beatles_id = '3WrFJ7ztbogyGnTHbHJFl2'\n", + "radiohead_id = '4Z8W4fKeB5YxbusRsdQVPb'" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -187,15 +166,43 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def get_spotify_auth_token():\n", + " auth_url = 'https://accounts.spotify.com/api/token'\n", + " auth_data = urllib.parse.urlencode({'grant_type': 'client_credentials'}).encode('utf-8')\n", + " auth_id = base64.standard_b64encode((config['spotify']['client_id'] + \\\n", + " ':' + config['spotify']['client_secret']).encode('utf-8')).decode('utf-8)')\n", + " auth_headers = {'Authorization': 'Basic ' + auth_id}\n", + " auth_request = urllib.request.Request(auth_url, data=auth_data, headers=auth_headers)\n", + " with urllib.request.urlopen(auth_request) as f:\n", + " response = json.loads(f.read().decode('utf-8'))\n", + " return response['token_type'], response['access_token']" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "a_type, a_token = get_spotify_auth_token()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, "outputs": [], "source": [ - "def get_artists(artist_name):\n", + "def get_artists(artist_name, auth_type, auth_token):\n", + " headers = {'Authorization': auth_type + ' ' + auth_token}\n", " query = urllib.parse.urlencode({'q': artist_name, 'type': 'artist'})\n", - " request = 'https://api.spotify.com/v1/search?{}'.format(query)\n", + " url = 'https://api.spotify.com/v1/search?{}'.format(query)\n", + " request = urllib.request.Request(url, headers=headers, method='GET')\n", + "\n", " with urllib.request.urlopen(request) as f:\n", " response = json.loads(f.read().decode('utf-8'))\n", " artists = []\n", @@ -210,58 +217,80 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, + "execution_count": 11, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('22bE4uQ6baNwSHPVcDxLCe',\n", " [{'id': '22bE4uQ6baNwSHPVcDxLCe',\n", - " 'image': 'https://i.scdn.co/image/999fa985ec8beb68af356b1fc1bc3cd5ba3e0a68',\n", + " 'image': 'https://i.scdn.co/image/b6b925d5b9f0b5fed8ad52ff887d7351bc7e26c7',\n", " 'name': 'The Rolling Stones'}])" ] }, - "execution_count": 7, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "artists = get_artists('the rolling stones')\n", + "artists = get_artists('the rolling stones', a_type, a_token)\n", "stones_id = artists[0]['id']\n", "stones_id, artists" ] }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": 12, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('3WrFJ7ztbogyGnTHbHJFl2',\n", " [{'id': '3WrFJ7ztbogyGnTHbHJFl2',\n", - " 'image': 'https://i.scdn.co/image/934c57df9fbdbbaa5e93b55994a4cb9571fd2085',\n", + " 'image': 'https://i.scdn.co/image/197cff807611777427c93258f0a1ccdf6b013b09',\n", " 'name': 'The Beatles'}])" ] }, - "execution_count": 8, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "artists = get_artists('the beatles')\n", + "artists = get_artists('the beatles', a_type, a_token)\n", "beatles_id = artists[0]['id']\n", "beatles_id, artists" ] }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('4Z8W4fKeB5YxbusRsdQVPb',\n", + " [{'id': '4Z8W4fKeB5YxbusRsdQVPb',\n", + " 'image': 'https://i.scdn.co/image/afcd616e1ef2d2786f47b3b4a8a6aeea24a72adc',\n", + " 'name': 'Radiohead'},\n", + " {'id': '76j9XexCHSuiclvMCnPg3T', 'name': 'Radiohead'}])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "artists = get_artists('radiohead', a_type, a_token)\n", + "radiohead_id = artists[0]['id']\n", + "radiohead_id, artists" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -271,81 +300,111 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": 20, + "metadata": {}, "outputs": [], "source": [ - "def get_albums(artist_id):\n", - " request = 'https://api.spotify.com/v1/artists/{id}/albums?market=GB&album_type=album'.format(id=artist_id)\n", - " with urllib.request.urlopen(request) as f:\n", - " response = json.loads(f.read().decode('utf-8'))\n", - " for a in response['items']:\n", - " album_request = a['href']\n", - " with urllib.request.urlopen(album_request) as af:\n", - " album = json.loads(af.read().decode('utf-8'))\n", - " album['_id'] = album['id']\n", - " albums.replace_one({'_id': album['_id']}, album, upsert=True)" + "def get_albums(artist_id, auth_type, auth_token):\n", + " headers = {'Authorization': auth_type + ' ' + auth_token}\n", + " url = 'https://api.spotify.com/v1/artists/{a_id}/albums?market=GB&album_type=album'.format(a_id=artist_id)\n", + " request = urllib.request.Request(url, headers=headers, method='GET')\n", + "# request = 'https://api.spotify.com/v1/artists/{id}/albums?market=GB&album_type=album'.format(id=artist_id)\n", + " with urllib.request.urlopen(request) as f:\n", + " response = json.loads(f.read().decode('utf-8'))\n", + " for a in response['items']:\n", + " album_url = a['href']\n", + " album_request = urllib.request.Request(album_url, headers=headers, method='GET')\n", + " with urllib.request.urlopen(album_request) as af:\n", + " album = json.loads(af.read().decode('utf-8'))\n", + " album['_id'] = album['id']\n", + " albums.replace_one({'_id': album['_id']}, album, upsert=True) " ] }, { "cell_type": "code", - "execution_count": 41, - "metadata": { - "collapsed": false - }, + "execution_count": 30, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "15" + "52" ] }, - "execution_count": 41, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "get_albums(beatles_id)\n", + "get_albums(beatles_id, a_type, a_token)\n", "albums.find().count()" ] }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 31, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "48" + "62" ] }, - "execution_count": 13, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "get_albums(stones_id)\n", + "get_albums(stones_id, a_type, a_token)\n", "albums.find().count()" ] }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "62" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_albums(radiohead_id, a_type, a_token)\n", + "albums.find().count()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", @@ -375,6 +434,22 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -392,11 +467,11 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -440,11 +515,11 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -464,11 +539,11 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -488,11 +563,11 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -518,110 +593,120 @@ " 0 \\\n", "_id 5XfJmldgWzrc1AIdbBaVZn \n", "album_type album \n", + "artist_id NaN \n", + "artist_name NaN \n", "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "copyrights [{'text': '(C) 2016 Apple Corps Ltd.', 'type':... \n", + "copyrights [{'type': 'C', 'text': '© 2016 Apple Corps Ltd... \n", "external_ids {'upc': '00602557054989'} \n", "external_urls {'spotify': 'https://open.spotify.com/album/5X... \n", "genres [] \n", "href https://api.spotify.com/v1/albums/5XfJmldgWzrc... \n", "id 5XfJmldgWzrc1AIdbBaVZn \n", - "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n", + "images [{'url': 'https://i.scdn.co/image/1b1879c1dd16... \n", "label Digital Distribution Trinidad and Tobago \n", "name Live At The Hollywood Bowl \n", - "popularity 63 \n", + "popularity 59 \n", "release_date 2016-09-09 \n", "release_date_precision day \n", - "tracks {'limit': 50, 'previous': None, 'next': None, ... \n", + "tracks {'href': 'https://api.spotify.com/v1/albums/5X... \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 [{'href': 'https://api.spotify.com/v1/artists/... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "copyrights [{'text': '(C) 2015 Apple Corps Ltd.', 'type':... \n", + "copyrights [{'type': 'C', 'text': '© 2015 Apple Corps Ltd... \n", "external_ids {'upc': '00602547673503'} \n", "external_urls {'spotify': 'https://open.spotify.com/album/5j... \n", "genres [] \n", "href https://api.spotify.com/v1/albums/5ju5Ouzan3Qw... \n", "id 5ju5Ouzan3QwXqQt1Tihbh \n", - "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n", + "images [{'url': 'https://i.scdn.co/image/4e6916b16ce5... \n", "label Digital Distribution Trinidad and Tobago \n", "name 1 (Remastered) \n", - "popularity 77 \n", + "popularity 76 \n", "release_date 2000-11-13 \n", "release_date_precision day \n", - "tracks {'limit': 50, 'previous': None, 'next': None, ... \n", + "tracks {'href': 'https://api.spotify.com/v1/albums/5j... \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 [{'href': 'https://api.spotify.com/v1/artists/... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "copyrights [{'text': '(C) 2015 Apple Corps Ltd', 'type': ... \n", + "copyrights [{'type': 'C', 'text': '© 2015 Apple Corps Ltd... \n", "external_ids {'upc': '00602547670069'} \n", "external_urls {'spotify': 'https://open.spotify.com/album/2p... \n", "genres [] \n", "href https://api.spotify.com/v1/albums/2pCqZLeavM2B... \n", "id 2pCqZLeavM2BMovJXsJEIV \n", - "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n", + "images [{'url': 'https://i.scdn.co/image/809c6f28db64... \n", "label EMI Catalogue \n", "name Let It Be (Remastered) \n", - "popularity 68 \n", + "popularity 69 \n", "release_date 1970-05-08 \n", "release_date_precision day \n", - "tracks {'limit': 50, 'previous': None, 'next': None, ... \n", + "tracks {'href': 'https://api.spotify.com/v1/albums/2p... \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 [{'href': 'https://api.spotify.com/v1/artists/... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "copyrights [{'text': '(C) 2015 Apple Corps Ltd', 'type': ... \n", + "copyrights [{'type': 'C', 'text': '© 2015 Apple Corps Ltd... \n", "external_ids {'upc': '00602547670342'} \n", "external_urls {'spotify': 'https://open.spotify.com/album/2P... \n", "genres [] \n", "href https://api.spotify.com/v1/albums/2Pqkn9Dq2DFt... \n", "id 2Pqkn9Dq2DFtdfkKAeqgMd \n", - "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n", + "images [{'url': 'https://i.scdn.co/image/9cab76ad73ce... \n", "label EMI Catalogue \n", "name Abbey Road (Remastered) \n", - "popularity 75 \n", + "popularity 76 \n", "release_date 1969-09-26 \n", "release_date_precision day \n", - "tracks {'limit': 50, 'previous': None, 'next': None, ... \n", + "tracks {'href': 'https://api.spotify.com/v1/albums/2P... \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 [{'href': 'https://api.spotify.com/v1/artists/... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "copyrights [{'text': '(C) 2015 Apple Corps Ltd', 'type': ... \n", + "copyrights [{'type': 'C', 'text': '© 2015 Apple Corps Ltd... \n", "external_ids {'upc': '00602547670328'} \n", "external_urls {'spotify': 'https://open.spotify.com/album/47... \n", "genres [] \n", "href https://api.spotify.com/v1/albums/47bcKzmKgmMP... \n", "id 47bcKzmKgmMPHXNVOWpLiu \n", - "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n", + "images [{'url': 'https://i.scdn.co/image/411d661890b8... \n", "label EMI Catalogue \n", "name Yellow Submarine (Remastered) \n", - "popularity 58 \n", + "popularity 57 \n", "release_date 1969-01-17 \n", "release_date_precision day \n", - "tracks {'limit': 50, 'previous': None, 'next': None, ... \n", + "tracks {'href': 'https://api.spotify.com/v1/albums/47... \n", "type album \n", "uri spotify:album:47bcKzmKgmMPHXNVOWpLiu " ] }, - "execution_count": 13, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -642,10 +727,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": true - }, + "execution_count": 33, + "metadata": {}, "outputs": [], "source": [ "for a in albums.find({}, ['artists']):\n", @@ -656,9 +739,8 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 34, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -666,6 +748,19 @@ "data": { "text/html": [ "
\n", + "\n", "
album
artist_idNaNNaNNaNNaNNaN
artist_nameNaNNaNNaNNaNNaN
artists[{'href': 'https://api.spotify.com/v1/artists/...[{'href': 'https://api.spotify.com/v1/artists/...
copyrights[{'text': '(C) 2016 Apple Corps Ltd.', 'type':...[{'text': '(C) 2015 Apple Corps Ltd.', 'type':...[{'text': '(C) 2015 Apple Corps Ltd', 'type': ...[{'text': '(C) 2015 Apple Corps Ltd', 'type': ...[{'text': '(C) 2015 Apple Corps Ltd', 'type': ...[{'type': 'C', 'text': '© 2016 Apple Corps Ltd...[{'type': 'C', 'text': '© 2015 Apple Corps Ltd...[{'type': 'C', 'text': '© 2015 Apple Corps Ltd...[{'type': 'C', 'text': '© 2015 Apple Corps Ltd...[{'type': 'C', 'text': '© 2015 Apple Corps Ltd...
external_ids
images[{'height': 640, 'url': 'https://i.scdn.co/ima...[{'height': 640, 'url': 'https://i.scdn.co/ima...[{'height': 640, 'url': 'https://i.scdn.co/ima...[{'height': 640, 'url': 'https://i.scdn.co/ima...[{'height': 640, 'url': 'https://i.scdn.co/ima...[{'url': 'https://i.scdn.co/image/1b1879c1dd16...[{'url': 'https://i.scdn.co/image/4e6916b16ce5...[{'url': 'https://i.scdn.co/image/809c6f28db64...[{'url': 'https://i.scdn.co/image/9cab76ad73ce...[{'url': 'https://i.scdn.co/image/411d661890b8...
label
popularity63776875585976697657
release_date
tracks{'limit': 50, 'previous': None, 'next': None, ...{'limit': 50, 'previous': None, 'next': None, ...{'limit': 50, 'previous': None, 'next': None, ...{'limit': 50, 'previous': None, 'next': None, ...{'limit': 50, 'previous': None, 'next': None, ...{'href': 'https://api.spotify.com/v1/albums/5X...{'href': 'https://api.spotify.com/v1/albums/5j...{'href': 'https://api.spotify.com/v1/albums/2p...{'href': 'https://api.spotify.com/v1/albums/2P...{'href': 'https://api.spotify.com/v1/albums/47...
type
\n", " \n", " \n", @@ -857,16 +952,10 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -890,7 +979,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -902,7 +991,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -964,8 +1053,93 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", "
Havana Moon (Live)
303PbRKFafwE7Of8e4dTee72The Rolling StonesTotally Stripped (Live)
315eTqRwTGKPBUiUuN1rFaXDThe Rolling StonesLive 1965: Music From Charlie Is My Darling (L...............
32350ZGddnvcVzHVHfE3WW1tV5The Rolling StonesBridges To Babylon (2009 Re-Mastered)Bridges To Babylon (Remastered)
363762ZT16LY1phGM0O8x5qW1zThe Rolling StonesVoodoo Lounge (2009 Re-Mastered)Voodoo Lounge (Remastered 2009)
38The Rolling StonesSome Girls (Deluxe Version)
484jbWZmf7kRxCBD6tgVepYhSpice GirlsForever
493sr6lAuO3nmB1u8ZuQgpiXSpice GirlsSpiceworld
503x2jF7blR6bFHtk4MccsyJSpice GirlsSpice
513LXItxKnnJcEDc5QdTc00nThe BeatlesSgt. Pepper's Lonely Hearts Club Band (Deluxe ...
527Hk1X2BCADxuR9saTIKfOWThe Rolling StonesOn Air (Deluxe)
536iCIB08bkoitQOL5y2uEsMThe Rolling StonesSticky Fingers Live At The Fonda Theatre
5434d9ClCaKRoQ8pMeJ9GfvtThe Rolling StonesLadies & Gentlemen (Live)
550aWIIpfY32rT1i3yO9LROlThe Rolling StonesTotally Stripped (Live)
565D7RtaChuvF0Av1xXT3acuThe Rolling StonesTotally Stripped - Brixton (Live)
572b3y5k1DchDACjH5KMlgQvThe Rolling StonesTotally Stripped - Amsterdam (Live)
583wkyUMDuH56iNaSxKvukaxThe Rolling StonesTotally Stripped - Paris (Live)
596hB5kO3oV3tlnblCNSSA9ZMuddy WatersLive At The Checkerboard Lounge
603yNf6JVyEEqvM4OqKEmZSCMuddy WatersLive At The Checkerboard Lounge
612gCp8kyDcL93s4kVP4VMTCThe Rolling StonesSome Girls: Live In Texas '78
\n", + "

62 rows × 3 columns

\n", "
" ], "text/plain": [ @@ -1000,8 +1174,7 @@ "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", + ".. ... ... \n", "32 3CHu7qW160uqPZHW3TMZ1l The Rolling Stones \n", "33 4FTHynKEtuP7eppERNfjyG The Rolling Stones \n", "34 50UGtgNA5bq1c0BDjPfmbD The Rolling Stones \n", @@ -1018,6 +1191,20 @@ "45 2wZgoXS06wSdu9C0ZJOvlc The Rolling Stones \n", "46 54sqbAXxR1jFfyXb1WvrHK The Rolling Stones \n", "47 6FjXxl9VLURGuubdXUn2J3 The Rolling Stones \n", + "48 4jbWZmf7kRxCBD6tgVepYh Spice Girls \n", + "49 3sr6lAuO3nmB1u8ZuQgpiX Spice Girls \n", + "50 3x2jF7blR6bFHtk4MccsyJ Spice Girls \n", + "51 3LXItxKnnJcEDc5QdTc00n The Beatles \n", + "52 7Hk1X2BCADxuR9saTIKfOW The Rolling Stones \n", + "53 6iCIB08bkoitQOL5y2uEsM The Rolling Stones \n", + "54 34d9ClCaKRoQ8pMeJ9Gfvt The Rolling Stones \n", + "55 0aWIIpfY32rT1i3yO9LROl The Rolling Stones \n", + "56 5D7RtaChuvF0Av1xXT3acu The Rolling Stones \n", + "57 2b3y5k1DchDACjH5KMlgQv The Rolling Stones \n", + "58 3wkyUMDuH56iNaSxKvukax The Rolling Stones \n", + "59 6hB5kO3oV3tlnblCNSSA9Z Muddy Waters \n", + "60 3yNf6JVyEEqvM4OqKEmZSC Muddy Waters \n", + "61 2gCp8kyDcL93s4kVP4VMTC The Rolling Stones \n", "\n", " name \n", "0 Live At The Hollywood Bowl \n", @@ -1050,14 +1237,13 @@ "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", + ".. ... \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", + "35 Bridges To Babylon (Remastered) \n", "36 Stripped \n", - "37 Voodoo Lounge (2009 Re-Mastered) \n", + "37 Voodoo Lounge (Remastered 2009) \n", "38 Flashpoint \n", "39 Steel Wheels (2009 Re-Mastered) \n", "40 Dirty Work \n", @@ -1067,10 +1253,26 @@ "44 Tattoo You (2009 Re-Mastered) \n", "45 Emotional Rescue (2009 Re-Mastered) \n", "46 Some Girls \n", - "47 Some Girls (Deluxe Version) " + "47 Some Girls (Deluxe Version) \n", + "48 Forever \n", + "49 Spiceworld \n", + "50 Spice \n", + "51 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "52 On Air (Deluxe) \n", + "53 Sticky Fingers Live At The Fonda Theatre \n", + "54 Ladies & Gentlemen (Live) \n", + "55 Totally Stripped (Live) \n", + "56 Totally Stripped - Brixton (Live) \n", + "57 Totally Stripped - Amsterdam (Live) \n", + "58 Totally Stripped - Paris (Live) \n", + "59 Live At The Checkerboard Lounge \n", + "60 Live At The Checkerboard Lounge \n", + "61 Some Girls: Live In Texas '78 \n", + "\n", + "[62 rows x 3 columns]" ] }, - "execution_count": 11, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -1090,18 +1292,20 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, + "execution_count": 35, + "metadata": {}, "outputs": [], "source": [ - "def get_tracks(album_id):\n", + "def get_tracks(album_id, auth_type, auth_token):\n", + " headers = {'Authorization': auth_type + ' ' + auth_token}\n", + "\n", " album = albums.find_one({'_id': album_id})\n", " for t in album['tracks']['items']:\n", " for _ in range(10):\n", " try:\n", - " with urllib.request.urlopen(t['href']) as f:\n", + " track_request = urllib.request.Request(t['href'], headers=headers, method='GET')\n", + " with urllib.request.urlopen(track_request) as f: \n", + "# 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_id'] = album_id\n", @@ -1115,9 +1319,8 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 38, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1125,67 +1328,37 @@ "name": "stdout", "output_type": "stream", "text": [ - "Rate limited. Pausing for 4\n", - "Rate limited. Pausing for 4\n", - "Rate limited. Pausing for 4\n" + "Rate limited. Pausing for 1\n", + "Rate limited. Pausing for 1\n", + "Rate limited. Pausing for 2\n", + "Rate limited. Pausing for 2\n", + "Rate limited. Pausing for 1\n", + "Rate limited. Pausing for 1\n", + "Rate limited. Pausing for 1\n" ] }, { "data": { "text/plain": [ - "383" + "924" ] }, - "execution_count": 45, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "a_type, a_token = get_spotify_auth_token()\n", "for album in albums.find():\n", - " get_tracks(album['_id'])\n", + " get_tracks(album['_id'], a_type, a_token)\n", "tracks.find().count()" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 39, "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Rate limited. Pausing for 4\n", - "Rate limited. Pausing for 3\n", - "Rate limited. Pausing for 0\n" - ] - }, - { - "data": { - "text/plain": [ - "671" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "for album in albums.find({'artist_id': stones_id}):\n", - " get_tracks(album['_id'])\n", - "tracks.find().count()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1193,6 +1366,19 @@ "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", @@ -1207,99 +1393,43 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1311,19 +1441,11 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -1335,179 +1457,67 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", " \n", " \n", @@ -1519,19 +1529,11 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
_id1lLK53LFXWvPzPYtlJIvt00TWa6TQFWHSG5QdSWuTMve74tlMxJ8wF0sNp93GBEPdK0Za26pWVLQpKfXmb9FX10S6295nz7PVXm49Ihqwm39Ew
acousticnessNaNNaNNaNNaNNaN1jgefM2ZP7RnPVShhy1eUM7FagS2T3y5XwDpYvyHfvmc1NwDWbpg9dPH12xBd2ibrv0r5d5LmhLQwJVEw0kTEExp2vnY8xDhRSW1Cc0xPpUMXc
album{'name': 'Totally Stripped (Live)', 'type': 'a...{'name': 'Totally Stripped (Live)', 'type': 'a...{'name': 'Totally Stripped (Live)', 'type': 'a...{'name': 'Some Girls', 'type': 'album', 'artis...{'name': 'Some Girls', 'type': 'album', 'artis...{'artists': [{'href': 'https://api.spotify.com...{'artists': [{'href': 'https://api.spotify.com...{'artists': [{'href': 'https://api.spotify.com...{'artists': [{'href': 'https://api.spotify.com...{'artists': [{'href': 'https://api.spotify.com...
album_id3PbRKFafwE7Of8e4dTee723PbRKFafwE7Of8e4dTee723PbRKFafwE7Of8e4dTee7254sqbAXxR1jFfyXb1WvrHK54sqbAXxR1jFfyXb1WvrHK
analysis_urlNaNNaNNaNNaNNaN
artist_idNaNNaNNaNNaNNaN
artist_nameNaNNaNNaNNaNNaN4jbWZmf7kRxCBD6tgVepYh4jbWZmf7kRxCBD6tgVepYh4jbWZmf7kRxCBD6tgVepYh
artists[{'name': 'The Rolling Stones', 'type': 'artis...[{'name': 'The Rolling Stones', 'type': 'artis...[{'name': 'The Rolling Stones', 'type': 'artis...[{'name': 'The Rolling Stones', 'type': 'artis...[{'name': 'The Rolling Stones', 'type': 'artis...[{'href': 'https://api.spotify.com/v1/artists/...[{'href': 'https://api.spotify.com/v1/artists/...[{'href': 'https://api.spotify.com/v1/artists/...[{'href': 'https://api.spotify.com/v1/artists/...[{'href': 'https://api.spotify.com/v1/artists/...
available_markets[GB][GB][GB][AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...
complexityNaNNaNNaNNaNNaN
ctitleNaNNaNNaNNaNNaN
danceabilityNaNNaNNaNNaNNaN[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...
disc_number
duration_ms305280240333293773187440204960
energyNaNNaNNaNNaNNaN191786303626255866254666246600
explicit
external_ids{'isrc': 'GBCBR1500394'}{'isrc': 'GBCBR1500393'}{'isrc': 'GBCBR1500392'}{'isrc': 'GBCJN7800007'}{'isrc': 'GBCJN7800008'}{'isrc': 'GBCBR1500391'}{'isrc': 'GBCBR1500401'}{'isrc': 'GBAAA0000931'}{'isrc': 'GBAAA0000932'}{'isrc': 'GBAAA0000937'}
external_urls{'spotify': 'https://open.spotify.com/track/1l...{'spotify': 'https://open.spotify.com/track/0T...{'spotify': 'https://open.spotify.com/track/74...{'spotify': 'https://open.spotify.com/track/0Z...{'spotify': 'https://open.spotify.com/track/62...
gloomNaNNaNNaNNaNNaN{'spotify': 'https://open.spotify.com/track/1j...{'spotify': 'https://open.spotify.com/track/7F...{'spotify': 'https://open.spotify.com/track/1N...{'spotify': 'https://open.spotify.com/track/0r...{'spotify': 'https://open.spotify.com/track/2v...
hrefhttps://api.spotify.com/v1/tracks/1lLK53LFXWvP...https://api.spotify.com/v1/tracks/0TWa6TQFWHSG...https://api.spotify.com/v1/tracks/74tlMxJ8wF0s...https://api.spotify.com/v1/tracks/0Za26pWVLQpK...https://api.spotify.com/v1/tracks/6295nz7PVXm4...https://api.spotify.com/v1/tracks/1jgefM2ZP7Rn...https://api.spotify.com/v1/tracks/7FagS2T3y5Xw...https://api.spotify.com/v1/tracks/1NwDWbpg9dPH...https://api.spotify.com/v1/tracks/0r5d5LmhLQwJ...https://api.spotify.com/v1/tracks/2vnY8xDhRSW1...
id1lLK53LFXWvPzPYtlJIvt00TWa6TQFWHSG5QdSWuTMve74tlMxJ8wF0sNp93GBEPdK0Za26pWVLQpKfXmb9FX10S6295nz7PVXm49Ihqwm39Ew
instrumentalnessNaNNaNNaNNaNNaN
keyNaNNaNNaNNaNNaN
livenessNaNNaNNaNNaNNaN
loudnessNaNNaNNaNNaNNaN
lyrical_densityNaNNaNNaNNaNNaN
lyricsNaNNaNNaNNaNNaN
modeNaNNaNNaNNaNNaN1jgefM2ZP7RnPVShhy1eUM7FagS2T3y5XwDpYvyHfvmc1NwDWbpg9dPH12xBd2ibrv0r5d5LmhLQwJVEw0kTEExp2vnY8xDhRSW1Cc0xPpUMXc
nameFaraway Eyes - LiveDead Flowers - LiveHonky Tonk Women - LiveRespectable - RemasteredBefore They Make Me Run - Remastered
original_lyricsNaNNaNNaNNaNNaNNot Fade Away - LiveJumpin' Jack Flash - LiveHollerTell Me WhyWeekend Love
popularity15171830251412513731
preview_urlhttps://p.scdn.co/mp3-preview/5afdaabfa28e067f...https://p.scdn.co/mp3-preview/e3900e8c4200974d...https://p.scdn.co/mp3-preview/671f51874a70b3f7...https://p.scdn.co/mp3-preview/f5e932d9acc6a359...https://p.scdn.co/mp3-preview/ee5832b597975b27...
sentimentNaNNaNNaNNaNNaN
speechinessNaNNaNNaNNaNNaN
tempoNaNNaNNaNNaNNaN
time_signatureNaNNaNNaNNaNNaN
track_hrefNaNNaNNaNNaNNaNhttps://p.scdn.co/mp3-preview/bba1991141c6e594...https://p.scdn.co/mp3-preview/17aed72343067677...NoneNoneNone
track_number431111278
type
urispotify:track:1lLK53LFXWvPzPYtlJIvt0spotify:track:0TWa6TQFWHSG5QdSWuTMvespotify:track:74tlMxJ8wF0sNp93GBEPdKspotify:track:0Za26pWVLQpKfXmb9FX10Sspotify:track:6295nz7PVXm49Ihqwm39Ew
valenceNaNNaNNaNNaNNaNspotify:track:1jgefM2ZP7RnPVShhy1eUMspotify:track:7FagS2T3y5XwDpYvyHfvmcspotify:track:1NwDWbpg9dPH12xBd2ibrvspotify:track:0r5d5LmhLQwJVEw0kTEExpspotify:track:2vnY8xDhRSW1Cc0xPpUMXc
\n", @@ -1539,222 +1541,107 @@ ], "text/plain": [ " 0 \\\n", - "_id 1lLK53LFXWvPzPYtlJIvt0 \n", - "acousticness NaN \n", - "album {'name': 'Totally Stripped (Live)', 'type': 'a... \n", + "_id 1jgefM2ZP7RnPVShhy1eUM \n", + "album {'artists': [{'href': 'https://api.spotify.com... \n", "album_id 3PbRKFafwE7Of8e4dTee72 \n", - "analysis_url NaN \n", - "artist_id NaN \n", - "artist_name NaN \n", - "artists [{'name': 'The Rolling Stones', 'type': 'artis... \n", + "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", "available_markets [GB] \n", - "complexity NaN \n", - "ctitle NaN \n", - "danceability NaN \n", "disc_number 1 \n", - "duration_ms 305280 \n", - "energy NaN \n", + "duration_ms 191786 \n", "explicit False \n", - "external_ids {'isrc': 'GBCBR1500394'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/1l... \n", - "gloom NaN \n", - "href https://api.spotify.com/v1/tracks/1lLK53LFXWvP... \n", - "id 1lLK53LFXWvPzPYtlJIvt0 \n", - "instrumentalness NaN \n", - "key NaN \n", - "liveness NaN \n", - "loudness NaN \n", - "lyrical_density NaN \n", - "lyrics NaN \n", - "mode NaN \n", - "name Faraway Eyes - Live \n", - "original_lyrics NaN \n", - "popularity 15 \n", - "preview_url https://p.scdn.co/mp3-preview/5afdaabfa28e067f... \n", - "sentiment NaN \n", - "speechiness NaN \n", - "tempo NaN \n", - "time_signature NaN \n", - "track_href NaN \n", - "track_number 4 \n", + "external_ids {'isrc': 'GBCBR1500391'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/1j... \n", + "href https://api.spotify.com/v1/tracks/1jgefM2ZP7Rn... \n", + "id 1jgefM2ZP7RnPVShhy1eUM \n", + "name Not Fade Away - Live \n", + "popularity 14 \n", + "preview_url https://p.scdn.co/mp3-preview/bba1991141c6e594... \n", + "track_number 1 \n", "type track \n", - "uri spotify:track:1lLK53LFXWvPzPYtlJIvt0 \n", - "valence NaN \n", + "uri spotify:track:1jgefM2ZP7RnPVShhy1eUM \n", "\n", " 1 \\\n", - "_id 0TWa6TQFWHSG5QdSWuTMve \n", - "acousticness NaN \n", - "album {'name': 'Totally Stripped (Live)', 'type': 'a... \n", + "_id 7FagS2T3y5XwDpYvyHfvmc \n", + "album {'artists': [{'href': 'https://api.spotify.com... \n", "album_id 3PbRKFafwE7Of8e4dTee72 \n", - "analysis_url NaN \n", - "artist_id NaN \n", - "artist_name NaN \n", - "artists [{'name': 'The Rolling Stones', 'type': 'artis... \n", + "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", "available_markets [GB] \n", - "complexity NaN \n", - "ctitle NaN \n", - "danceability NaN \n", "disc_number 1 \n", - "duration_ms 240333 \n", - "energy NaN \n", + "duration_ms 303626 \n", "explicit False \n", - "external_ids {'isrc': 'GBCBR1500393'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/0T... \n", - "gloom NaN \n", - "href https://api.spotify.com/v1/tracks/0TWa6TQFWHSG... \n", - "id 0TWa6TQFWHSG5QdSWuTMve \n", - "instrumentalness NaN \n", - "key NaN \n", - "liveness NaN \n", - "loudness NaN \n", - "lyrical_density NaN \n", - "lyrics NaN \n", - "mode NaN \n", - "name Dead Flowers - Live \n", - "original_lyrics NaN \n", - "popularity 17 \n", - "preview_url https://p.scdn.co/mp3-preview/e3900e8c4200974d... \n", - "sentiment NaN \n", - "speechiness NaN \n", - "tempo NaN \n", - "time_signature NaN \n", - "track_href NaN \n", - "track_number 3 \n", + "external_ids {'isrc': 'GBCBR1500401'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/7F... \n", + "href https://api.spotify.com/v1/tracks/7FagS2T3y5Xw... \n", + "id 7FagS2T3y5XwDpYvyHfvmc \n", + "name Jumpin' Jack Flash - Live \n", + "popularity 12 \n", + "preview_url https://p.scdn.co/mp3-preview/17aed72343067677... \n", + "track_number 11 \n", "type track \n", - "uri spotify:track:0TWa6TQFWHSG5QdSWuTMve \n", - "valence NaN \n", + "uri spotify:track:7FagS2T3y5XwDpYvyHfvmc \n", "\n", " 2 \\\n", - "_id 74tlMxJ8wF0sNp93GBEPdK \n", - "acousticness NaN \n", - "album {'name': 'Totally Stripped (Live)', 'type': 'a... \n", - "album_id 3PbRKFafwE7Of8e4dTee72 \n", - "analysis_url NaN \n", - "artist_id NaN \n", - "artist_name NaN \n", - "artists [{'name': 'The Rolling Stones', 'type': 'artis... \n", - "available_markets [GB] \n", - "complexity NaN \n", - "ctitle NaN \n", - "danceability NaN \n", + "_id 1NwDWbpg9dPH12xBd2ibrv \n", + "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album_id 4jbWZmf7kRxCBD6tgVepYh \n", + "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", "disc_number 1 \n", - "duration_ms 293773 \n", - "energy NaN \n", + "duration_ms 255866 \n", "explicit False \n", - "external_ids {'isrc': 'GBCBR1500392'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/74... \n", - "gloom NaN \n", - "href https://api.spotify.com/v1/tracks/74tlMxJ8wF0s... \n", - "id 74tlMxJ8wF0sNp93GBEPdK \n", - "instrumentalness NaN \n", - "key NaN \n", - "liveness NaN \n", - "loudness NaN \n", - "lyrical_density NaN \n", - "lyrics NaN \n", - "mode NaN \n", - "name Honky Tonk Women - Live \n", - "original_lyrics NaN \n", - "popularity 18 \n", - "preview_url https://p.scdn.co/mp3-preview/671f51874a70b3f7... \n", - "sentiment NaN \n", - "speechiness NaN \n", - "tempo NaN \n", - "time_signature NaN \n", - "track_href NaN \n", - "track_number 2 \n", + "external_ids {'isrc': 'GBAAA0000931'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/1N... \n", + "href https://api.spotify.com/v1/tracks/1NwDWbpg9dPH... \n", + "id 1NwDWbpg9dPH12xBd2ibrv \n", + "name Holler \n", + "popularity 51 \n", + "preview_url None \n", + "track_number 1 \n", "type track \n", - "uri spotify:track:74tlMxJ8wF0sNp93GBEPdK \n", - "valence NaN \n", + "uri spotify:track:1NwDWbpg9dPH12xBd2ibrv \n", "\n", " 3 \\\n", - "_id 0Za26pWVLQpKfXmb9FX10S \n", - "acousticness NaN \n", - "album {'name': 'Some Girls', 'type': 'album', 'artis... \n", - "album_id 54sqbAXxR1jFfyXb1WvrHK \n", - "analysis_url NaN \n", - "artist_id NaN \n", - "artist_name NaN \n", - "artists [{'name': 'The Rolling Stones', 'type': 'artis... \n", - "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "complexity NaN \n", - "ctitle NaN \n", - "danceability NaN \n", + "_id 0r5d5LmhLQwJVEw0kTEExp \n", + "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album_id 4jbWZmf7kRxCBD6tgVepYh \n", + "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", "disc_number 1 \n", - "duration_ms 187440 \n", - "energy NaN \n", + "duration_ms 254666 \n", "explicit False \n", - "external_ids {'isrc': 'GBCJN7800007'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/0Z... \n", - "gloom NaN \n", - "href https://api.spotify.com/v1/tracks/0Za26pWVLQpK... \n", - "id 0Za26pWVLQpKfXmb9FX10S \n", - "instrumentalness NaN \n", - "key NaN \n", - "liveness NaN \n", - "loudness NaN \n", - "lyrical_density NaN \n", - "lyrics NaN \n", - "mode NaN \n", - "name Respectable - Remastered \n", - "original_lyrics NaN \n", - "popularity 30 \n", - "preview_url https://p.scdn.co/mp3-preview/f5e932d9acc6a359... \n", - "sentiment NaN \n", - "speechiness NaN \n", - "tempo NaN \n", - "time_signature NaN \n", - "track_href NaN \n", - "track_number 7 \n", + "external_ids {'isrc': 'GBAAA0000932'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/0r... \n", + "href https://api.spotify.com/v1/tracks/0r5d5LmhLQwJ... \n", + "id 0r5d5LmhLQwJVEw0kTEExp \n", + "name Tell Me Why \n", + "popularity 37 \n", + "preview_url None \n", + "track_number 2 \n", "type track \n", - "uri spotify:track:0Za26pWVLQpKfXmb9FX10S \n", - "valence NaN \n", + "uri spotify:track:0r5d5LmhLQwJVEw0kTEExp \n", "\n", " 4 \n", - "_id 6295nz7PVXm49Ihqwm39Ew \n", - "acousticness NaN \n", - "album {'name': 'Some Girls', 'type': 'album', 'artis... \n", - "album_id 54sqbAXxR1jFfyXb1WvrHK \n", - "analysis_url NaN \n", - "artist_id NaN \n", - "artist_name NaN \n", - "artists [{'name': 'The Rolling Stones', 'type': 'artis... \n", - "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "complexity NaN \n", - "ctitle NaN \n", - "danceability NaN \n", + "_id 2vnY8xDhRSW1Cc0xPpUMXc \n", + "album {'artists': [{'href': 'https://api.spotify.com... \n", + "album_id 4jbWZmf7kRxCBD6tgVepYh \n", + "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", "disc_number 1 \n", - "duration_ms 204960 \n", - "energy NaN \n", + "duration_ms 246600 \n", "explicit False \n", - "external_ids {'isrc': 'GBCJN7800008'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/62... \n", - "gloom NaN \n", - "href https://api.spotify.com/v1/tracks/6295nz7PVXm4... \n", - "id 6295nz7PVXm49Ihqwm39Ew \n", - "instrumentalness NaN \n", - "key NaN \n", - "liveness NaN \n", - "loudness NaN \n", - "lyrical_density NaN \n", - "lyrics NaN \n", - "mode NaN \n", - "name Before They Make Me Run - Remastered \n", - "original_lyrics NaN \n", - "popularity 25 \n", - "preview_url https://p.scdn.co/mp3-preview/ee5832b597975b27... \n", - "sentiment NaN \n", - "speechiness NaN \n", - "tempo NaN \n", - "time_signature NaN \n", - "track_href NaN \n", - "track_number 8 \n", + "external_ids {'isrc': 'GBAAA0000937'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/2v... \n", + "href https://api.spotify.com/v1/tracks/2vnY8xDhRSW1... \n", + "id 2vnY8xDhRSW1Cc0xPpUMXc \n", + "name Weekend Love \n", + "popularity 31 \n", + "preview_url None \n", + "track_number 7 \n", "type track \n", - "uri spotify:track:6295nz7PVXm49Ihqwm39Ew \n", - "valence NaN " + "uri spotify:track:2vnY8xDhRSW1Cc0xPpUMXc " ] }, - "execution_count": 18, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -1765,18 +1652,16 @@ }, { "cell_type": "code", - "execution_count": 49, - "metadata": { - "collapsed": false - }, + "execution_count": 40, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'_id': '4edArG2VehvJdwOZfYOxtK'}" + "{'_id': '1jgefM2ZP7RnPVShhy1eUM'}" ] }, - "execution_count": 49, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -1797,26 +1682,8 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "for t in tracks.find({}, ['artists']):\n", - " for a in t['artists']:\n", - " if a['id'] in [beatles_id, stones_id]:\n", - " tracks.update_one({'_id': t['_id']}, \n", - " {'$set': {'artist_name': a['name'],\n", - " 'artist_id': a['id']}})" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": true - }, + "execution_count": 42, + "metadata": {}, "outputs": [], "source": [ "for t in tracks.find({}, ['artists']):\n", @@ -1829,10 +1696,8 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, + "execution_count": 43, + "metadata": {}, "outputs": [ { "data": { @@ -1845,14 +1710,16 @@ " 'George Martin',\n", " 'Jack White',\n", " 'Jimi Hendrix',\n", + " 'Muddy Waters',\n", " 'Radiohead',\n", " 'Sheryl Crow',\n", " 'Solomon Burke',\n", + " 'Spice Girls',\n", " 'The Beatles',\n", " 'The Rolling Stones'}" ] }, - "execution_count": 15, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -1863,9 +1730,8 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 44, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -1873,6 +1739,19 @@ "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", @@ -2027,7 +1906,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2035,7 +1914,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2043,7 +1922,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2134,381 +2013,444 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
1 (Remastered)The Beatles5JT7CoUSGNk7mMNkHMQjqrLove Me Do - Mono / Remastered 2015Love Me Do - Mono / Remastered
181 (Remastered)The Beatles2Q2Gu7Bv8iLenuygtBgDUwFrom Me To You - Mono / Remastered 2015From Me To You - Mono / Remastered
191 (Remastered)The Beatles2Fk411Ix3qnMG8t8Qa74ZXShe Loves You - Mono / Remastered 2015She Loves You - Mono / Remastered
20...
64154sqbAXxR1jFfyXb1WvrHKSome Girls8946hB5kO3oV3tlnblCNSSA9ZLive At The Checkerboard LoungeThe Rolling Stones5ZesVHq9Nox8YjOR1kCpbNJust My Imagination (Running Away With Me) - R...5AmdUA5aj3BKXBHqMcwpDLInstrumental 1 - Live
64254sqbAXxR1jFfyXb1WvrHKSome Girls8956hB5kO3oV3tlnblCNSSA9ZLive At The Checkerboard LoungeThe Rolling Stones6hLpp90qMxG3TMvMzwJsiQSome Girls - Remastered1eIRZEohfewV7H1zGxZy0LInstrumental 2 - Live
64354sqbAXxR1jFfyXb1WvrHKSome GirlsThe Rolling Stones3WqR7lRoHEvG0ExkAqBkPjLies - Remastered8963yNf6JVyEEqvM4OqKEmZSCLive At The Checkerboard LoungeMuddy Waters1ILxG8b0iynG1wQA7aqm58Introduction - Live
64454sqbAXxR1jFfyXb1WvrHKSome GirlsThe Rolling Stones06PEXSCNl8Xwf2633TdNnxFar Away Eyes - Remastered8973yNf6JVyEEqvM4OqKEmZSCLive At The Checkerboard LoungeMuddy Waters6HRXy5YBKOlT3uiAQjCjjJYou Don't Have To Go - Live
64554sqbAXxR1jFfyXb1WvrHKSome Girls8983yNf6JVyEEqvM4OqKEmZSCLive At The Checkerboard LoungeThe Rolling Stones0Za26pWVLQpKfXmb9FX10SRespectable - Remastered7m6dBGKuagWUryeevcBrE0Baby Please Don't Go - Live
64654sqbAXxR1jFfyXb1WvrHKSome Girls8993yNf6JVyEEqvM4OqKEmZSCLive At The Checkerboard LoungeThe Rolling Stones6295nz7PVXm49Ihqwm39EwBefore They Make Me Run - Remastered6yjQRBe4nt7KznxYqh7qfKHoochie Coochie Man - Live
64754sqbAXxR1jFfyXb1WvrHKSome Girls9003yNf6JVyEEqvM4OqKEmZSCLive At The Checkerboard LoungeThe Rolling Stones0832Tptls5YicHPGgw7ssPBeast Of Burden - Remastered10eM8qubZ9IBU0v6LNLjNMLong Distance Call - Live
64854sqbAXxR1jFfyXb1WvrHKSome Girls9013yNf6JVyEEqvM4OqKEmZSCLive At The Checkerboard LoungeThe Rolling Stones6yq33zsqWCd8cYXQdtAFZ9Shattered - Remastered3nc2vvots8KXJIssvtJvh6Mannish Boy - Live
6496FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9023yNf6JVyEEqvM4OqKEmZSCLive At The Checkerboard LoungeThe Rolling Stones5pTWpY8l7B1XcQnijEFGFjMiss You - Remastered4kYnrUr98AZARciXJGjjzHGot My Mojo Workin' - Live
6506FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9033yNf6JVyEEqvM4OqKEmZSCLive At The Checkerboard LoungeThe Rolling Stones4E8qFhiuYAWEYYAsYIf4dWWhen The Whip Comes Down - Remastered15RgKpCJ1rxwbNMpoA503mNext Time You See Me - Live
6516FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9043yNf6JVyEEqvM4OqKEmZSCLive At The Checkerboard LoungeThe Rolling Stones7sDQlyQACyT7mNHFwwEMI7Just My Imagination (Running Away With Me) - R...1yFFTCqtFerayfTq46m0P0One Eyed Woman - Live
6526FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9053yNf6JVyEEqvM4OqKEmZSCLive At The Checkerboard LoungeThe Rolling Stones48bJ1sWhJKdB8M43uqi924Some Girls - Remastered402iDzjasfYVYx1LT5gNFSClouds In My Heart - Live
6536FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9063yNf6JVyEEqvM4OqKEmZSCLive At The Checkerboard LoungeThe Rolling Stones6362zAWHGgbrQaoeCFZpuOLies - Remastered0L8sAIZr2OcE45cGZ3qbb7Champagne And Reefer - Live
6546FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9072gCp8kyDcL93s4kVP4VMTCSome Girls: Live In Texas '78The Rolling Stones4RlD0KvoqPZy5n9Zi76X9lFar Away Eyes - Remastered0cNyluZzzBVbsk2UY7SpcaLet It Rock - Live
6556FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9082gCp8kyDcL93s4kVP4VMTCSome Girls: Live In Texas '78The Rolling Stones33PXyHrkIHxp6PBVPlQGx7Respectable - Remastered6dx6G9OexgRFCulfKI4sPNAll Down The Line - Live
6566FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9092gCp8kyDcL93s4kVP4VMTCSome Girls: Live In Texas '78The Rolling Stones7vsPbFinz35mfQO5d6oL0lBefore They Make Me Run - Remastered6fZKfyDrl9Nph0ifIGvOxsHonky Tonk Women - Live
6576FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9102gCp8kyDcL93s4kVP4VMTCSome Girls: Live In Texas '78The Rolling Stones7pfVe0VrMK5QhTaAYzkuYnBeast Of Burden - Remastered660iobQYqexXXNfRomqz3oStar Star - Live
6586FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9112gCp8kyDcL93s4kVP4VMTCSome Girls: Live In Texas '78The Rolling Stones2giRM7RrP6utWLAb8jnFFkShattered - Remastered6AX8HMe53fbGdNNAnC8LSzWhen The Whip Comes Down - Live
6596FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9122gCp8kyDcL93s4kVP4VMTCSome Girls: Live In Texas '78The Rolling Stones1V25DJ3ghDJs8m58jbVMbfClaudine16FlhqpxLT6WTfiLVEZ7VvBeast Of Burden - Live
6606FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9132gCp8kyDcL93s4kVP4VMTCSome Girls: Live In Texas '78The Rolling Stones3rNTjyvxae83nJCLMxoVSWSo Young5UXwp4rKvtXtKJpe0iIctMMiss You - Live
6616FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9142gCp8kyDcL93s4kVP4VMTCSome Girls: Live In Texas '78The Rolling Stones5oAcuuY504M7eDCln5Xq89Do You Think I Really Care4pKN6TNF59rJ1PCtPoeppgJust My Imagination - Live
6626FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9152gCp8kyDcL93s4kVP4VMTCSome Girls: Live In Texas '78The Rolling Stones1ZBnd9Z80QPQ58BaL5OWlPWhen You're Gone2ZBmWii9Yt5EVO32P6oDXMShattered - Live
6636FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9162gCp8kyDcL93s4kVP4VMTCSome Girls: Live In Texas '78The Rolling Stones624njB7Ny3mlA46QokEin9No Spare Parts7aJbjVaPvyaqjW47rDYijLRespectable - Live
6646FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9172gCp8kyDcL93s4kVP4VMTCSome Girls: Live In Texas '78The Rolling Stones0WpZfMNsNhiEJ8RSLyjElpDon't Be A Stranger39OF4xTwA6f5BaIeA9aAwFFar Away Eyes - Live
6656FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9182gCp8kyDcL93s4kVP4VMTCSome Girls: Live In Texas '78The Rolling Stones0Baq94uZKy4pPvnc40xjPXWe Had It All2PPqIlfmipTSfx79FvSvepLove In Vain - Live
6666FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9192gCp8kyDcL93s4kVP4VMTCSome Girls: Live In Texas '78The Rolling Stones4oOU3GgiZblheOI9JUmM1fTallahassee Lassie5XQ2enmXsgp66RvyolR8qCTumbling Dice - Live
6676FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9202gCp8kyDcL93s4kVP4VMTCSome Girls: Live In Texas '78The Rolling Stones4LW3JaAze7gF8DpPBb2zzlI Love You Too Much4LPtVRXWYSJw0TmszHFivcHappy - Live
6686FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9212gCp8kyDcL93s4kVP4VMTCSome Girls: Live In Texas '78The Rolling Stones4LSyTg4sm3N99Pcckw9zjfKeep Up Blues2dF1AaEhFCgS2e78JqmkOuSweet Little Sixteen - Live
6696FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9222gCp8kyDcL93s4kVP4VMTCSome Girls: Live In Texas '78The Rolling Stones3u06WsJ1KtvEqmmmZqy76JYou Win Again5SvY6KFdltqwqFR7ClMz7yBrown Sugar - Live
6706FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)9232gCp8kyDcL93s4kVP4VMTCSome Girls: Live In Texas '78The Rolling Stones7DgRvvPcJlxks2lNpudsuTPetrol Blues2uO1HbJhQvmXpjclLmLEeKJumpin' Jack Flash - Live
\n", - "

671 rows × 5 columns

\n", + "

924 rows × 5 columns

\n", "
" ], "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", - "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", - "1 150EAeMGWJRubuH8zyx7h8 She's A Woman - Live / Remastered \n", - "2 1fVeHYkyMxrjbjRAD9uWsZ Dizzy Miss Lizzy - Live / Remastered \n", - "3 0GRplBEB2FWCKutwMmS6nY Ticket To Ride - Live / Remastered \n", - "4 1eVymk74iroqhsZxm0Vy3g Can't Buy Me Love - Live / Remastered \n", - "5 2p5a9gu6NECVSvBtGSU1vm Things We Said Today - Live / Remastered \n", - "6 1HyLh5cctOnP186CBi8bhm Roll Over Beethoven - Live / Remastered \n", - "7 7fZEWm7TAL2oZDyiYrrgnk Boys - Live / Remastered \n", - "8 21nhooOxso7CCoHPE73w4L A Hard Day's Night - Live / Remastered \n", - "9 1alcPfZWUHh01l4Fnoo5Jt Help! - Live / Remastered \n", - "10 24gUDXSQysdnTaRpbWtYlK All My Loving - Live / Remastered \n", - "11 2VmFFbXSJzYxzEJSAeI0lM She Loves You - Live / Remastered \n", - "12 6b8lhQ86u5MddlmXulslpD Long Tall Sally - Live / Remastered \n", - "13 1oKfZ5MTCSrv07hsHqJ0JS You Can't Do That - Live / Bonus Track \n", - "14 04gBqA2mubcTgFqL9Domlj I Want To Hold Your Hand - Live / Bonus Track \n", - "15 79QDgDoBbS7pCrOjIH7ByA Everybody’s Trying To Be My Baby - Live / Bonu... \n", - "16 1yV2I5c6efVSqSiuv9H2AD Baby's In Black - Live / Bonus Track \n", - "17 5JT7CoUSGNk7mMNkHMQjqr Love Me Do - Mono / Remastered 2015 \n", - "18 2Q2Gu7Bv8iLenuygtBgDUw From Me To You - Mono / Remastered 2015 \n", - "19 2Fk411Ix3qnMG8t8Qa74ZX She Loves You - Mono / Remastered 2015 \n", - "20 4DRBaZ760gyk7LWnaJFqsJ I Want To Hold Your Hand - Remastered 2015 \n", - "21 7pQAq14Z73YUFMtxCyt0bG Can't Buy Me Love - Remastered 2015 \n", - "22 0mNQUZEATk2uItMUtiLWK5 A Hard Day's Night - Remastered 2015 \n", - "23 0Gm34HBxrXlaAf1jdJMjx2 I Feel Fine - Remastered 2015 \n", - "24 3nhJDVdUrm6DnDW4iBfpKz Eight Days A Week - Remastered 2015 \n", - "25 6pkjW5srxjzRSKKMrl7et8 Ticket To Ride - Remastered 2015 \n", - "26 1dfuJYDSIc41cw5RPsaCF1 Help! - Remastered 2015 \n", - "27 63uskN0xLezVg4281wzeQn Yesterday - Remastered 2015 \n", - "28 0vXGSlE4ft3n5JHZMHHSIj Day Tripper - Remastered 2015 \n", - "29 0Lckblu9CJUXOeMV0XY3b9 We Can Work It Out - Remastered 2015 \n", - ".. ... ... \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", - "[671 rows x 5 columns]" + " album_id album_name \\\n", + "0 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl \n", + "1 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl \n", + "2 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl \n", + "3 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl \n", + "4 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl \n", + "5 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl \n", + "6 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl \n", + "7 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl \n", + "8 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl \n", + "9 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl \n", + "10 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl \n", + "11 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl \n", + "12 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl \n", + "13 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl \n", + "14 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl \n", + "15 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl \n", + "16 5XfJmldgWzrc1AIdbBaVZn Live At The Hollywood Bowl \n", + "17 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) \n", + "18 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) \n", + "19 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) \n", + "20 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) \n", + "21 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) \n", + "22 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) \n", + "23 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) \n", + "24 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) \n", + "25 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) \n", + "26 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) \n", + "27 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) \n", + "28 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) \n", + "29 5ju5Ouzan3QwXqQt1Tihbh 1 (Remastered) \n", + ".. ... ... \n", + "894 6hB5kO3oV3tlnblCNSSA9Z Live At The Checkerboard Lounge \n", + "895 6hB5kO3oV3tlnblCNSSA9Z Live At The Checkerboard Lounge \n", + "896 3yNf6JVyEEqvM4OqKEmZSC Live At The Checkerboard Lounge \n", + "897 3yNf6JVyEEqvM4OqKEmZSC Live At The Checkerboard Lounge \n", + "898 3yNf6JVyEEqvM4OqKEmZSC Live At The Checkerboard Lounge \n", + "899 3yNf6JVyEEqvM4OqKEmZSC Live At The Checkerboard Lounge \n", + "900 3yNf6JVyEEqvM4OqKEmZSC Live At The Checkerboard Lounge \n", + "901 3yNf6JVyEEqvM4OqKEmZSC Live At The Checkerboard Lounge \n", + "902 3yNf6JVyEEqvM4OqKEmZSC Live At The Checkerboard Lounge \n", + "903 3yNf6JVyEEqvM4OqKEmZSC Live At The Checkerboard Lounge \n", + "904 3yNf6JVyEEqvM4OqKEmZSC Live At The Checkerboard Lounge \n", + "905 3yNf6JVyEEqvM4OqKEmZSC Live At The Checkerboard Lounge \n", + "906 3yNf6JVyEEqvM4OqKEmZSC Live At The Checkerboard Lounge \n", + "907 2gCp8kyDcL93s4kVP4VMTC Some Girls: Live In Texas '78 \n", + "908 2gCp8kyDcL93s4kVP4VMTC Some Girls: Live In Texas '78 \n", + "909 2gCp8kyDcL93s4kVP4VMTC Some Girls: Live In Texas '78 \n", + "910 2gCp8kyDcL93s4kVP4VMTC Some Girls: Live In Texas '78 \n", + "911 2gCp8kyDcL93s4kVP4VMTC Some Girls: Live In Texas '78 \n", + "912 2gCp8kyDcL93s4kVP4VMTC Some Girls: Live In Texas '78 \n", + "913 2gCp8kyDcL93s4kVP4VMTC Some Girls: Live In Texas '78 \n", + "914 2gCp8kyDcL93s4kVP4VMTC Some Girls: Live In Texas '78 \n", + "915 2gCp8kyDcL93s4kVP4VMTC Some Girls: Live In Texas '78 \n", + "916 2gCp8kyDcL93s4kVP4VMTC Some Girls: Live In Texas '78 \n", + "917 2gCp8kyDcL93s4kVP4VMTC Some Girls: Live In Texas '78 \n", + "918 2gCp8kyDcL93s4kVP4VMTC Some Girls: Live In Texas '78 \n", + "919 2gCp8kyDcL93s4kVP4VMTC Some Girls: Live In Texas '78 \n", + "920 2gCp8kyDcL93s4kVP4VMTC Some Girls: Live In Texas '78 \n", + "921 2gCp8kyDcL93s4kVP4VMTC Some Girls: Live In Texas '78 \n", + "922 2gCp8kyDcL93s4kVP4VMTC Some Girls: Live In Texas '78 \n", + "923 2gCp8kyDcL93s4kVP4VMTC Some Girls: Live In Texas '78 \n", + "\n", + " artist_name track_id \\\n", + "0 The Beatles 4edArG2VehvJdwOZfYOxtK \n", + "1 The Beatles 150EAeMGWJRubuH8zyx7h8 \n", + "2 The Beatles 1fVeHYkyMxrjbjRAD9uWsZ \n", + "3 The Beatles 0GRplBEB2FWCKutwMmS6nY \n", + "4 The Beatles 1eVymk74iroqhsZxm0Vy3g \n", + "5 The Beatles 2p5a9gu6NECVSvBtGSU1vm \n", + "6 The Beatles 1HyLh5cctOnP186CBi8bhm \n", + "7 The Beatles 7fZEWm7TAL2oZDyiYrrgnk \n", + "8 The Beatles 21nhooOxso7CCoHPE73w4L \n", + "9 The Beatles 1alcPfZWUHh01l4Fnoo5Jt \n", + "10 The Beatles 24gUDXSQysdnTaRpbWtYlK \n", + "11 The Beatles 2VmFFbXSJzYxzEJSAeI0lM \n", + "12 The Beatles 6b8lhQ86u5MddlmXulslpD \n", + "13 The Beatles 1oKfZ5MTCSrv07hsHqJ0JS \n", + "14 The Beatles 04gBqA2mubcTgFqL9Domlj \n", + "15 The Beatles 79QDgDoBbS7pCrOjIH7ByA \n", + "16 The Beatles 1yV2I5c6efVSqSiuv9H2AD \n", + "17 The Beatles 5JT7CoUSGNk7mMNkHMQjqr \n", + "18 The Beatles 2Q2Gu7Bv8iLenuygtBgDUw \n", + "19 The Beatles 2Fk411Ix3qnMG8t8Qa74ZX \n", + "20 The Beatles 4DRBaZ760gyk7LWnaJFqsJ \n", + "21 The Beatles 7pQAq14Z73YUFMtxCyt0bG \n", + "22 The Beatles 0mNQUZEATk2uItMUtiLWK5 \n", + "23 The Beatles 0Gm34HBxrXlaAf1jdJMjx2 \n", + "24 The Beatles 3nhJDVdUrm6DnDW4iBfpKz \n", + "25 The Beatles 6pkjW5srxjzRSKKMrl7et8 \n", + "26 The Beatles 1dfuJYDSIc41cw5RPsaCF1 \n", + "27 The Beatles 63uskN0xLezVg4281wzeQn \n", + "28 The Beatles 0vXGSlE4ft3n5JHZMHHSIj \n", + "29 The Beatles 0Lckblu9CJUXOeMV0XY3b9 \n", + ".. ... ... \n", + "894 The Rolling Stones 5AmdUA5aj3BKXBHqMcwpDL \n", + "895 The Rolling Stones 1eIRZEohfewV7H1zGxZy0L \n", + "896 Muddy Waters 1ILxG8b0iynG1wQA7aqm58 \n", + "897 Muddy Waters 6HRXy5YBKOlT3uiAQjCjjJ \n", + "898 The Rolling Stones 7m6dBGKuagWUryeevcBrE0 \n", + "899 The Rolling Stones 6yjQRBe4nt7KznxYqh7qfK \n", + "900 The Rolling Stones 10eM8qubZ9IBU0v6LNLjNM \n", + "901 The Rolling Stones 3nc2vvots8KXJIssvtJvh6 \n", + "902 The Rolling Stones 4kYnrUr98AZARciXJGjjzH \n", + "903 The Rolling Stones 15RgKpCJ1rxwbNMpoA503m \n", + "904 The Rolling Stones 1yFFTCqtFerayfTq46m0P0 \n", + "905 The Rolling Stones 402iDzjasfYVYx1LT5gNFS \n", + "906 The Rolling Stones 0L8sAIZr2OcE45cGZ3qbb7 \n", + "907 The Rolling Stones 0cNyluZzzBVbsk2UY7Spca \n", + "908 The Rolling Stones 6dx6G9OexgRFCulfKI4sPN \n", + "909 The Rolling Stones 6fZKfyDrl9Nph0ifIGvOxs \n", + "910 The Rolling Stones 660iobQYqexXXNfRomqz3o \n", + "911 The Rolling Stones 6AX8HMe53fbGdNNAnC8LSz \n", + "912 The Rolling Stones 16FlhqpxLT6WTfiLVEZ7Vv \n", + "913 The Rolling Stones 5UXwp4rKvtXtKJpe0iIctM \n", + "914 The Rolling Stones 4pKN6TNF59rJ1PCtPoeppg \n", + "915 The Rolling Stones 2ZBmWii9Yt5EVO32P6oDXM \n", + "916 The Rolling Stones 7aJbjVaPvyaqjW47rDYijL \n", + "917 The Rolling Stones 39OF4xTwA6f5BaIeA9aAwF \n", + "918 The Rolling Stones 2PPqIlfmipTSfx79FvSvep \n", + "919 The Rolling Stones 5XQ2enmXsgp66RvyolR8qC \n", + "920 The Rolling Stones 4LPtVRXWYSJw0TmszHFivc \n", + "921 The Rolling Stones 2dF1AaEhFCgS2e78JqmkOu \n", + "922 The Rolling Stones 5SvY6KFdltqwqFR7ClMz7y \n", + "923 The Rolling Stones 2uO1HbJhQvmXpjclLmLEeK \n", + "\n", + " track_name \n", + "0 Twist And Shout - Live / Remastered \n", + "1 She's A Woman - Live / Remastered \n", + "2 Dizzy Miss Lizzy - Live / Remastered \n", + "3 Ticket To Ride - Live / Remastered \n", + "4 Can't Buy Me Love - Live / Remastered \n", + "5 Things We Said Today - Live / Remastered \n", + "6 Roll Over Beethoven - Live / Remastered \n", + "7 Boys - Live / Remastered \n", + "8 A Hard Day's Night - Live / Remastered \n", + "9 Help! - Live / Remastered \n", + "10 All My Loving - Live / Remastered \n", + "11 She Loves You - Live / Remastered \n", + "12 Long Tall Sally - Live / Remastered \n", + "13 You Can't Do That - Live / Bonus Track \n", + "14 I Want To Hold Your Hand - Live / Bonus Track \n", + "15 Everybody’s Trying To Be My Baby - Live / Bonu... \n", + "16 Baby's In Black - Live / Bonus Track \n", + "17 Love Me Do - Mono / Remastered \n", + "18 From Me To You - Mono / Remastered \n", + "19 She Loves You - Mono / Remastered \n", + "20 I Want To Hold Your Hand - Remastered 2015 \n", + "21 Can't Buy Me Love - Remastered 2015 \n", + "22 A Hard Day's Night - Remastered 2015 \n", + "23 I Feel Fine - Remastered 2015 \n", + "24 Eight Days A Week - Remastered 2015 \n", + "25 Ticket To Ride - Remastered 2015 \n", + "26 Help! - Remastered 2015 \n", + "27 Yesterday - Remastered 2015 \n", + "28 Day Tripper - Remastered 2015 \n", + "29 We Can Work It Out - Remastered 2015 \n", + ".. ... \n", + "894 Instrumental 1 - Live \n", + "895 Instrumental 2 - Live \n", + "896 Introduction - Live \n", + "897 You Don't Have To Go - Live \n", + "898 Baby Please Don't Go - Live \n", + "899 Hoochie Coochie Man - Live \n", + "900 Long Distance Call - Live \n", + "901 Mannish Boy - Live \n", + "902 Got My Mojo Workin' - Live \n", + "903 Next Time You See Me - Live \n", + "904 One Eyed Woman - Live \n", + "905 Clouds In My Heart - Live \n", + "906 Champagne And Reefer - Live \n", + "907 Let It Rock - Live \n", + "908 All Down The Line - Live \n", + "909 Honky Tonk Women - Live \n", + "910 Star Star - Live \n", + "911 When The Whip Comes Down - Live \n", + "912 Beast Of Burden - Live \n", + "913 Miss You - Live \n", + "914 Just My Imagination - Live \n", + "915 Shattered - Live \n", + "916 Respectable - Live \n", + "917 Far Away Eyes - Live \n", + "918 Love In Vain - Live \n", + "919 Tumbling Dice - Live \n", + "920 Happy - Live \n", + "921 Sweet Little Sixteen - Live \n", + "922 Brown Sugar - Live \n", + "923 Jumpin' Jack Flash - Live \n", + "\n", + "[924 rows x 5 columns]" ] }, - "execution_count": 16, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -2536,48 +2478,8 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def get_spotify_auth_token():\n", - " auth_url = 'https://accounts.spotify.com/api/token'\n", - " auth_data = urllib.parse.urlencode({'grant_type': 'client_credentials'}).encode('utf-8')\n", - " auth_id = base64.standard_b64encode((config['spotify']['client_id'] + \\\n", - " ':' + config['spotify']['client_secret']).encode('utf-8')).decode('utf-8)')\n", - " auth_headers = {'Authorization': 'Basic ' + auth_id}\n", - " auth_request = urllib.request.Request(auth_url, data=auth_data, headers=auth_headers)\n", - " with urllib.request.urlopen(auth_request) as f:\n", - " response = json.loads(f.read().decode('utf-8'))\n", - " return response['token_type'], response['access_token']" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# def get_audio_features(track_ids, auth_type, auth_token):\n", - "# url = 'https://api.spotify.com/v1/audio-features?ids={ids}'.format(ids=','.join(track_ids))\n", - "# headers = {'Authorization': auth_type + ' ' + auth_token}\n", - "# request = urllib.request.Request(url, headers=headers, method='GET')\n", - "# with urllib.request.urlopen(request) as f:\n", - "# response = json.loads(f.read().decode('utf-8'))\n", - "# for track in response['audio_features']:\n", - "# tracks.update_one({'_id': track['id']}, {'$set': track})" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": true - }, + "execution_count": 45, + "metadata": {}, "outputs": [], "source": [ "def get_audio_features(track_ids, auth_type, auth_token):\n", @@ -2600,10 +2502,8 @@ }, { "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": false - }, + "execution_count": 46, + "metadata": {}, "outputs": [], "source": [ "a_type, a_token = get_spotify_auth_token()\n", @@ -2614,9 +2514,8 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 18, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -2624,6 +2523,19 @@ "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", @@ -2639,16 +2551,16 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2657,79 +2569,79 @@ " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2737,40 +2649,40 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2822,27 +2734,27 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -2869,83 +2781,59 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -2956,61 +2844,61 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -3041,264 +2929,264 @@ " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", + " \n", " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -3307,190 +3195,238 @@ " \n", " \n", " \n", - " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", + " \n", " \n", + " \n", " \n", " \n", - " \n", " \n", - " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -3503,7 +3439,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -3512,8 +3448,8 @@ " \n", " \n", " \n", - " \n", " \n", + " \n", " \n", " \n", " \n", @@ -3521,48 +3457,48 @@ " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", " \n", " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -3593,66 +3529,65 @@ " \n", " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
89...219220221222223224225226227228251252253254255256257258259260
2ucFulEWapRAmTn7l6f5Q72z1p43SNSbeowzy8WdYHNk3ckvsHnEffhhS5c0Cs6Gv55cXiWs6VoLlDlowJQo0UPk4edArG2VehvJdwOZfYOxtK150EAeMGWJRubuH8zyx7h81fVeHYkyMxrjbjRAD9uWsZ0GRplBEB2FWCKutwMmS6nY1eVymk74iroqhsZxm0Vy3g2p5a9gu6NECVSvBtGSU1vm1HyLh5cctOnP186CBi8bhm...43feVCF6QfqIt9LnLs9BAH3NwEPV9MDr1z3KcHiAuz9d2Iccm3cKBQHWt5yk0yX9nh2OLMjGIhCNI6j34ysPscbp01n20rdBC5czKAhxmGREkr5gnrZoSS7nbDYtHp32RFiI5FBxWhG0nbBAF6lWgJFklM6tEwCsVtZ5tI8uHNJSHQ3b50jq8RgbDfmNNd0NiRnl4L4Z1fbYp0HuxLBje4MOZcSD3pY5chBSUotRa6RoIfwJjc5ToEv4nDN51OyAjK65A9YS3ZFPe2aiLQuEfDxSqQstZp2BOawXVznHmi2KJzRFstBN1alxZZpi5dBLcmV3WkYIzN1k1kJBeaL3FCUG2vOJ1z0g42uZOBjvKNv4QKnBmjOwb05JnPM6eKhHJtkWfS6ymUMF3HEC6nzAo3U5z7blaCNBcF3qchAN1uJ1KiF8yxmqb3Ov
acousticness0.4250.3680.6140.227.67e-050.006750.01310.003270.008650.08360.00242...0.6070.7670.3340.3860.3890.7780.6080.6980.6290.641...0.0003660.0002360.2540.2910.2320.7490.4470.1620.9190.482
album{'id': '03Qh833fEdVT30Pfs93ea6', 'uri': 'spoti...{'id': '6P9yO0ukhOx3dvmhGKeYoC', 'uri': 'spoti...{'id': '7BgGBZndAvDlKOcwe5rscZ', 'uri': 'spoti...{'id': '5XfJmldgWzrc1AIdbBaVZn', 'uri': 'spoti...{'id': '5XfJmldgWzrc1AIdbBaVZn', 'uri': 'spoti...{'id': '5XfJmldgWzrc1AIdbBaVZn', 'uri': 'spoti...{'id': '5XfJmldgWzrc1AIdbBaVZn', 'uri': 'spoti...{'id': '5XfJmldgWzrc1AIdbBaVZn', 'uri': 'spoti...{'id': '5XfJmldgWzrc1AIdbBaVZn', 'uri': 'spoti...{'id': '5XfJmldgWzrc1AIdbBaVZn', 'uri': 'spoti......{'id': '7gDXyW16byCQOgK965BRzn', 'uri': 'spoti...{'id': '7gDXyW16byCQOgK965BRzn', 'uri': 'spoti...{'id': '7gDXyW16byCQOgK965BRzn', 'uri': 'spoti...{'id': '7gDXyW16byCQOgK965BRzn', 'uri': 'spoti...{'id': '7gDXyW16byCQOgK965BRzn', 'uri': 'spoti...{'id': '7gDXyW16byCQOgK965BRzn', 'uri': 'spoti...{'id': '7gDXyW16byCQOgK965BRzn', 'uri': 'spoti...{'id': '7gDXyW16byCQOgK965BRzn', 'uri': 'spoti...{'id': '7gDXyW16byCQOgK965BRzn', 'uri': 'spoti...{'id': '7gDXyW16byCQOgK965BRzn', 'uri': 'spoti...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp......{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...
album_id03Qh833fEdVT30Pfs93ea66P9yO0ukhOx3dvmhGKeYoC7BgGBZndAvDlKOcwe5rscZ5XfJmldgWzrc1AIdbBaVZn3LXItxKnnJcEDc5QdTc00n5XfJmldgWzrc1AIdbBaVZn5XfJmldgWzrc1AIdbBaVZn5XfJmldgWzrc1AIdbBaVZn5XfJmldgWzrc1AIdbBaVZn5XfJmldgWzrc1AIdbBaVZn...7gDXyW16byCQOgK965BRzn7gDXyW16byCQOgK965BRzn7gDXyW16byCQOgK965BRzn7gDXyW16byCQOgK965BRzn7gDXyW16byCQOgK965BRzn7gDXyW16byCQOgK965BRzn7gDXyW16byCQOgK965BRzn7gDXyW16byCQOgK965BRzn7gDXyW16byCQOgK965BRzn7gDXyW16byCQOgK965BRzn3LXItxKnnJcEDc5QdTc00n3LXItxKnnJcEDc5QdTc00n3LXItxKnnJcEDc5QdTc00n3LXItxKnnJcEDc5QdTc00n3LXItxKnnJcEDc5QdTc00n3LXItxKnnJcEDc5QdTc00n3LXItxKnnJcEDc5QdTc00n3LXItxKnnJcEDc5QdTc00n3LXItxKnnJcEDc5QdTc00n3LXItxKnnJcEDc5QdTc00n
analysis_urlhttps://api.spotify.com/v1/audio-analysis/2ucF...https://api.spotify.com/v1/audio-analysis/2z1p...https://api.spotify.com/v1/audio-analysis/3ckv...https://api.spotify.com/v1/audio-analysis/5cXi...https://api.spotify.com/v1/audio-analysis/4edA...https://api.spotify.com/v1/audio-analysis/150E...https://api.spotify.com/v1/audio-analysis/1fVe...https://api.spotify.com/v1/audio-analysis/0GRp...https://api.spotify.com/v1/audio-analysis/1eVy...https://api.spotify.com/v1/audio-analysis/2p5a...https://api.spotify.com/v1/audio-analysis/1HyL......https://api.spotify.com/v1/audio-analysis/43fe...https://api.spotify.com/v1/audio-analysis/3NwE...https://api.spotify.com/v1/audio-analysis/2Icc...https://api.spotify.com/v1/audio-analysis/2OLM...https://api.spotify.com/v1/audio-analysis/01n2...https://api.spotify.com/v1/audio-analysis/5gnr...https://api.spotify.com/v1/audio-analysis/5FBx...https://api.spotify.com/v1/audio-analysis/6tEw...https://api.spotify.com/v1/audio-analysis/50jq...https://api.spotify.com/v1/audio-analysis/4Z1f...https://api.spotify.com/v1/audio-analysis/3pY5...https://api.spotify.com/v1/audio-analysis/5ToE...https://api.spotify.com/v1/audio-analysis/3ZFP...https://api.spotify.com/v1/audio-analysis/2BOa...https://api.spotify.com/v1/audio-analysis/1alx...https://api.spotify.com/v1/audio-analysis/1k1k...https://api.spotify.com/v1/audio-analysis/42uZ...https://api.spotify.com/v1/audio-analysis/5JnP...https://api.spotify.com/v1/audio-analysis/3HEC...https://api.spotify.com/v1/audio-analysis/3qch...
artist_id
artists[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art...[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art...[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art...[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art...[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art...[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art...[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art...[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art...[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art...[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art......[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art...[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art...[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art...[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art...[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art...[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art...[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art...[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art...[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art...[{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s......[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...
available_markets[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...
complexity0.0598502NaNNaN0.2939460.3163030.4457830.3343030.4939810.249950.467134...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
ctitlewild honey pieflyingkansas city heyheyheyheywhen im sixtyfourtwist and shoutshes a womandizzy miss lizzyticket to ridecant buy me lovethings we said todayroll over beethoven...boysask me whyplease please melove me dops i love youbaby its youdo you want to know a secreta taste of honeytheres a placetwist and shoutgood morning good morningsgt peppers lonely hearts club band reprisea day in the lifesgt peppers lonely hearts club bandwith a little help from my friendslucy in the sky with diamondsgetting betterfixing a holeshes leaving homebeing for the benefit of mr kite
danceability0.7920.5510.5880.8180.3110.1880.4060.390.20.3070.204...0.4020.6050.5270.520.6350.6080.6730.420.4550.482...0.5160.5760.3390.5830.9130.4230.730.5910.4430.595
disc_number1111211111111111112222222
duration_ms5297313552015814717865393507192053219733146240134867138733134013...14644014653312085314169312436016052011701312348011049315522715446780600330920156440196520238867138533207840229120187213
energy0.7630.3950.7240.2310.8220.8850.8670.7790.8490.6370.808...0.860.3940.480.8290.6560.4940.3490.3720.5820.849...0.7740.9450.4460.6870.6030.3610.4590.5540.1180.378
explicit{'isrc': 'GBAYE0601648'}{'isrc': 'GBAYE0601635'}{'isrc': 'GBAYE0601457'}{'isrc': 'GBUM71701196'}{'isrc': 'GBUM71603960'}{'isrc': 'GBUM71603957'}{'isrc': 'GBUM71603952'}{'isrc': 'GBUM71603959'}{'isrc': 'GBUM71603951'}{'isrc': 'GBUM71603958'}{'isrc': 'GBUM71603955'}...{'isrc': 'GBAYE0601414'}{'isrc': 'GBAYE0601415'}{'isrc': 'GBAYE0601416'}{'isrc': 'GBAYE0601417'}{'isrc': 'GBAYE0601418'}{'isrc': 'GBAYE0601419'}{'isrc': 'GBAYE0601420'}{'isrc': 'GBAYE0601421'}{'isrc': 'GBAYE0601422'}{'isrc': 'GBAYE0601423'}{'isrc': 'GBUM71700950'}{'isrc': 'GBUM71700957'}{'isrc': 'GBUM71700946'}{'isrc': 'GBUM71701188'}{'isrc': 'GBUM71701189'}{'isrc': 'GBUM71701190'}{'isrc': 'GBUM71701191'}{'isrc': 'GBUM71701192'}{'isrc': 'GBUM71701193'}{'isrc': 'GBUM71701194'}
external_urls{'spotify': 'https://open.spotify.com/track/2u...{'spotify': 'https://open.spotify.com/track/2z...{'spotify': 'https://open.spotify.com/track/3c...{'spotify': 'https://open.spotify.com/track/5c...{'spotify': 'https://open.spotify.com/track/4e...{'spotify': 'https://open.spotify.com/track/15...{'spotify': 'https://open.spotify.com/track/1f...{'spotify': 'https://open.spotify.com/track/0G...{'spotify': 'https://open.spotify.com/track/1e...{'spotify': 'https://open.spotify.com/track/2p...{'spotify': 'https://open.spotify.com/track/1H......{'spotify': 'https://open.spotify.com/track/43...{'spotify': 'https://open.spotify.com/track/3N...{'spotify': 'https://open.spotify.com/track/2I...{'spotify': 'https://open.spotify.com/track/2O...{'spotify': 'https://open.spotify.com/track/01...{'spotify': 'https://open.spotify.com/track/5g...{'spotify': 'https://open.spotify.com/track/5F...{'spotify': 'https://open.spotify.com/track/6t...{'spotify': 'https://open.spotify.com/track/50...{'spotify': 'https://open.spotify.com/track/4Z...
gloom0.418731NaNNaN0.2388150.227270.1542720.352950.2424940.3070750.22049...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN{'spotify': 'https://open.spotify.com/track/3p...{'spotify': 'https://open.spotify.com/track/5T...{'spotify': 'https://open.spotify.com/track/3Z...{'spotify': 'https://open.spotify.com/track/2B...{'spotify': 'https://open.spotify.com/track/1a...{'spotify': 'https://open.spotify.com/track/1k...{'spotify': 'https://open.spotify.com/track/42...{'spotify': 'https://open.spotify.com/track/5J...{'spotify': 'https://open.spotify.com/track/3H...{'spotify': 'https://open.spotify.com/track/3q...
hrefhttps://api.spotify.com/v1/tracks/2ucFulEWapRA...https://api.spotify.com/v1/tracks/2z1p43SNSbeo...https://api.spotify.com/v1/tracks/3ckvsHnEffhh...https://api.spotify.com/v1/tracks/5cXiWs6VoLlD...https://api.spotify.com/v1/tracks/4edArG2VehvJ...https://api.spotify.com/v1/tracks/150EAeMGWJRu...https://api.spotify.com/v1/tracks/1fVeHYkyMxrj...https://api.spotify.com/v1/tracks/0GRplBEB2FWC...https://api.spotify.com/v1/tracks/1eVymk74iroq...https://api.spotify.com/v1/tracks/2p5a9gu6NECV...https://api.spotify.com/v1/tracks/1HyLh5cctOnP......https://api.spotify.com/v1/tracks/43feVCF6QfqI...https://api.spotify.com/v1/tracks/3NwEPV9MDr1z...https://api.spotify.com/v1/tracks/2Iccm3cKBQHW...https://api.spotify.com/v1/tracks/2OLMjGIhCNI6...https://api.spotify.com/v1/tracks/01n20rdBC5cz...https://api.spotify.com/v1/tracks/5gnrZoSS7nbD...https://api.spotify.com/v1/tracks/5FBxWhG0nbBA...https://api.spotify.com/v1/tracks/6tEwCsVtZ5tI...https://api.spotify.com/v1/tracks/50jq8RgbDfmN...https://api.spotify.com/v1/tracks/4Z1fbYp0HuxL...https://api.spotify.com/v1/tracks/3pY5chBSUotR...https://api.spotify.com/v1/tracks/5ToEv4nDN51O...https://api.spotify.com/v1/tracks/3ZFPe2aiLQuE...https://api.spotify.com/v1/tracks/2BOawXVznHmi...https://api.spotify.com/v1/tracks/1alxZZpi5dBL...https://api.spotify.com/v1/tracks/1k1kJBeaL3FC...https://api.spotify.com/v1/tracks/42uZOBjvKNv4...https://api.spotify.com/v1/tracks/5JnPM6eKhHJt...https://api.spotify.com/v1/tracks/3HEC6nzAo3U5...https://api.spotify.com/v1/tracks/3qchAN1uJ1Ki...
id2ucFulEWapRAmTn7l6f5Q72z1p43SNSbeowzy8WdYHNk3ckvsHnEffhhS5c0Cs6Gv55cXiWs6VoLlDlowJQo0UPk4edArG2VehvJdwOZfYOxtK150EAeMGWJRubuH8zyx7h81fVeHYkyMxrjbjRAD9uWsZ0GRplBEB2FWCKutwMmS6nY1eVymk74iroqhsZxm0Vy3g2p5a9gu6NECVSvBtGSU1vm1HyLh5cctOnP186CBi8bhm...43feVCF6QfqIt9LnLs9BAH3NwEPV9MDr1z3KcHiAuz9d2Iccm3cKBQHWt5yk0yX9nh2OLMjGIhCNI6j34ysPscbp01n20rdBC5czKAhxmGREkr5gnrZoSS7nbDYtHp32RFiI5FBxWhG0nbBAF6lWgJFklM6tEwCsVtZ5tI8uHNJSHQ3b50jq8RgbDfmNNd0NiRnl4L4Z1fbYp0HuxLBje4MOZcSD3pY5chBSUotRa6RoIfwJjc5ToEv4nDN51OyAjK65A9YS3ZFPe2aiLQuEfDxSqQstZp2BOawXVznHmi2KJzRFstBN1alxZZpi5dBLcmV3WkYIzN1k1kJBeaL3FCUG2vOJ1z0g42uZOBjvKNv4QKnBmjOwb05JnPM6eKhHJtkWfS6ymUMF3HEC6nzAo3U5z7blaCNBcF3qchAN1uJ1KiF8yxmqb3Ov
ignoreNaNNaNNaNNaNTrueTrueTrueTrueTrueTrue...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
instrumentalness0.6270.888.92e-0502.04e-062.42e-050.0001410000...0006.2e-050.001270004.22e-067.74e-060.1240.0001770.01740.5314.31e-050.1217.85e-050.9288.96e-06
key207729119552...4420406205441420
liveness0.7890.09320.8770.07470.5080.850.4960.3660.8940.7560.634...0.7360.09670.07020.2270.08280.09260.380.1040.1720.0414...0.50.4630.90.6680.1540.1060.1830.04370.1250.432
loudness-11.185-14.755-6.63-11.951-8.696-8.189-6.879-8.007-7.606-8.35-7.948...-10.31-11.33-9.61-6.228-8.5-12.211-12.414-11.416-10.009-9.198-6.955-5.376-10.854-7.932-7.878-12.382-10.511-7.154-12.964-11.467
lyrical_density0.1698980NaNNaN2.823320.5779650.7964211.853121.475531.297461.7461...0.9013931.010012.192750.7833841.23031.326941.18790.745060.8959841.700751.281831.004960.6406381.06751.516390.7786761.234360.7024630.9994760.806568
lyricshoney pie honey pie i love you, honey piehoney pie honey pie i love you honey pieNaNNaNNaNwell shake it up baby now (shake it up baby) t...my love don't give me presents i know that she...{intro} you make me dizzy, miss lizzy the way ...{intro} you make me dizzy miss lizzy the way y...i think i'm going to be sad i think it's today...can't buy me love, love can't buy me love i'll...can't buy me love love can't buy me love i'll ...you say you will love me if i have to go you'l...i'm gonna write a little letter gonna mail it ......i been told when a boy kiss a girl take a trip...i love you, because you tell me things i want ...(lennon/mccartney) last night i said these wor...love, love me do you know i love you i'll alwa...as i write this letter send my love to you rem...sha la la la la la la la sha la la la la la la...you'll never know how much i really love you y...a taste of honey! tasting much sweeter than wi...there is a place where i can go when i feel lo...well shake it up baby now (shake it up baby) t......nothing to do to save his life call his wife i...(1234) (bye) we're sgt pepper's lonely hearts ...i read the news today oh boy about a lucky man...it was twenty years ago today sgt pepper taugh...billy shears what would you think if i sang ou...picture yourself in a boat on a river with tan...it's getting better all the time i used to get...i'm fixing a hole where the rain gets in and s...wednesday morning at five o'clock as the day b...for the benefit of mr kite there will be a sho...
mode111010111...110101101011
nameWild Honey Pie - Remastered 2009Wild Honey Pie - RemasteredFlying - Remastered 2009Kansas City / Hey-Hey-Hey-Hey - Remastered 2009Kansas City / Hey-Hey-Hey-Hey - RemasteredWhen I'm Sixty-Four - Take 2Twist And Shout - Live / RemasteredShe's A Woman - Live / RemasteredDizzy Miss Lizzy - Live / RemasteredTicket To Ride - Live / RemasteredCan't Buy Me Love - Live / RemasteredThings We Said Today - Live / RemasteredRoll Over Beethoven - Live / Remastered...Boys - Remastered 2009Ask Me Why - Remastered 2009Please Please Me - Remastered 2009Love Me Do - Remastered 2009P.S. I Love You - Remastered 2009Baby It's You - Remastered 2009Do You Want To Know A Secret - Remastered 2009A Taste Of Honey - Remastered 2009There's A Place - Remastered 2009Twist And Shout - Remastered 2009Good Morning Good Morning - RemixSgt. Pepper's Lonely Hearts Club Band (Reprise...A Day In The Life - RemixSgt. Pepper's Lonely Hearts Club Band - Take 9...With A Little Help From My Friends - Take 1 / ...Lucy In The Sky With Diamonds - Take 1Getting Better - Take 1 / Instrumental And Spe...Fixing A Hole - Speech And Take 3She's Leaving Home - Take 1 / InstrumentalBeing For The Benefit Of Mr. Kite! - Take 4
nnrc_sentiment{'joy': 0.25, 'positive': 1.0}NaNNaNNaN{'anger': 0.2727272727272727, 'surprise': 0.36...{'anger': 0.4, 'trust': 0.4, 'sadness': 0.6, '...{'anger': 0.1, 'surprise': 0.1, 'negative': 0....{'anger': 0.3333333333333333, 'fear': 0.333333...{'anger': 0.2857142857142857, 'surprise': 0.28...{'anger': 0.07692307692307693, 'trust': 0.1538......{'anger': 0.06666666666666667, 'trust': 0.8666...{'anger': 1.0, 'trust': 0.18181818181818182, '...{'trust': 0.625, 'fear': 0.125, 'surprise': 0....{'anger': 0.7, 'trust': 1.0, 'sadness': 1.0, '...{'fear': 0.125, 'negative': 0.125, 'joy': 1.0,...{'surprise': 0.14285714285714285, 'negative': ...{'anger': 0.42857142857142855, 'disgust': 0.57...{'anger': 0.2, 'sadness': 0.2, 'negative': 1.0...{'anger': 0.4, 'trust': 0.6, 'sadness': 0.2, '...{'anger': 0.09090909090909091, 'trust': 0.7272...
nrc_sentiment{'joy': 1, 'positive': 4}NaNNaNNaN{'anger': 3, 'surprise': 4, 'positive': 11, 't...{'anger': 2, 'trust': 2, 'fear': 1, 'surprise'...{'anger': 1, 'surprise': 1, 'negative': 9, 'jo...{'anger': 2, 'fear': 2, 'negative': 2, 'joy': ...{'anger': 10, 'surprise': 10, 'positive': 35, ...{'anger': 1, 'trust': 2, 'fear': 1, 'surprise'......{'anger': 1, 'trust': 13, 'fear': 2, 'surprise...{'anger': 11, 'trust': 2, 'fear': 11, 'surpris...{'trust': 5, 'fear': 1, 'surprise': 2, 'negati...{'anger': 7, 'trust': 10, 'fear': 8, 'surprise...{'fear': 1, 'negative': 1, 'joy': 8, 'trust': ...{'surprise': 2, 'negative': 1, 'positive': 14,...{'anger': 3, 'disgust': 4, 'fear': 3, 'surpris...{'anger': 1, 'fear': 1, 'negative': 5, 'positi...{'anger': 4, 'trust': 6, 'fear': 1, 'surprise'...{'anger': 1, 'trust': 8, 'fear': 2, 'surprise'...
original_lyrics\\n\\nHoney Pie\\nHoney Pie\\nI love you, Honey Pi...\\n\\n[Instrumental]\\n\\nNaNNaN\\n\\n[Verse 1]\\nWell shake it up baby now (shak...\\n\\n[Chorus]\\nMy love don't give me presents\\n...\\n\\n{Intro}\\n\\nYou make me dizzy, Miss Lizzy\\n...\\n\\n[Verse 1]\\nI think I'm going to be sad\\nI ...\\n\\n[Chorus 1]\\nCan't buy me love, love\\nCan't...\\n\\n[Verse 1]\\nYou say you will love me\\nIf I ...\\n\\nI'm gonna write a little letter\\nGonna mai......\\n\\n[Verse 1]\\nI been told when a boy kiss a g...\\n\\n[Verse 1]\\nI love you, because you tell me...\\n\\n(Lennon/McCartney)\\n\\nLast night I said th...\\n\\nLove, love me do\\nYou know I love you\\nI'l...\\n\\nAs I write this letter\\nSend my love to yo...\\n\\n[Intro-The Beatles]\\nSha la la la la la la...\\n\\n[Intro]\\nYou'll never know how much I real...\\n\\n[Intro]\\nA taste of honey! Tasting much sw...\\n\\n[Verse 1]\\nThere is a place\\nWhere I can g...\\n\\n[Verse 1]\\nWell shake it up baby now (shak......\\n\\n[Verse 1]\\nNothing to do to save his life ...\\n\\n[Intro]\\n(1,2,3,4)\\n\\n(Bye!)\\n\\n[Verse]\\nW...\\n\\n[Verse 1: John Lennon]\\nI read the news to...\\n\\n[Verse 1]\\nIt was twenty years ago today\\n...\\n\\n[Segue]\\nBilly Shears!\\n\\n[Verse 1]\\nWhat ...\\n\\n[Verse 1]\\nPicture yourself in a boat on a...\\n\\n[Intro]\\nIt's getting better all the time\\...\\n\\n[Chorus]\\nI'm fixing a hole where the rain...\\n\\n[Verse 1]\\nWednesday morning at five o'clo...\\n\\n[Verse 1]\\nFor the benefit of Mr. Kite\\nTh...
popularity43443845393548464545454444444343...424041485543444840436439383736353535
preview_urlhttps://p.scdn.co/mp3-preview/ddebab4d5e87d46a...https://p.scdn.co/mp3-preview/15f07b753cb7e50c...https://p.scdn.co/mp3-preview/bd13930c7706bdd4...https://p.scdn.co/mp3-preview/cd82d2f8f92a7222...https://p.scdn.co/mp3-preview/37806a7d82c5d2a8...https://p.scdn.co/mp3-preview/5ee6d20e1808908e...https://p.scdn.co/mp3-preview/558bb39228550744...https://p.scdn.co/mp3-preview/c6b9c820e62868db...https://p.scdn.co/mp3-preview/7b71156485b9e3e1...https://p.scdn.co/mp3-preview/318950f70347c556......https://p.scdn.co/mp3-preview/c84bcc2dd65c3d9b...https://p.scdn.co/mp3-preview/f42256fa5367c68f...https://p.scdn.co/mp3-preview/c7974d03d8cd26de...https://p.scdn.co/mp3-preview/c0c7944dcb9d2457...https://p.scdn.co/mp3-preview/5ef1f2ba07489648...https://p.scdn.co/mp3-preview/d7eeb1f68c39066d...https://p.scdn.co/mp3-preview/5bd705943290818c...https://p.scdn.co/mp3-preview/dd94439cdf6e7668...https://p.scdn.co/mp3-preview/5260a1d4f12c23ac...https://p.scdn.co/mp3-preview/b7e3bc96b46e4dcc...NoneNoneNoneNoneNoneNoneNoneNoneNoneNone...NoneNoneNoneNoneNoneNoneNoneNoneNoneNone
sentiment{'label': 'pos', 'probability': {'neutral': 0....{'label': 'pos', 'probability': {'pos': 0.6088...NaNNaN{'label': 'pos', 'probability': {'neutral': 0....{'label': 'neutral', 'probability': {'neutral'...{'label': 'neg', 'probability': {'neutral': 0....{'label': 'neg', 'probability': {'neutral': 0....{'label': 'neg', 'probability': {'neutral': 0....{'label': 'neg', 'probability': {'neutral': 0....{'label': 'neg', 'probability': {'neutral': 0....NaN{'label': 'pos', 'probability': {'pos': 0.5000...{'label': 'neutral', 'probability': {'pos': 0....{'label': 'neg', 'probability': {'pos': 0.4047...{'label': 'neg', 'probability': {'pos': 0.1745...{'label': 'neg', 'probability': {'pos': 0.2616...{'label': 'neg', 'probability': {'pos': 0.3672......{'label': 'neg', 'probability': {'neutral': 0....{'label': 'neg', 'probability': {'neutral': 0....{'label': 'neg', 'probability': {'neutral': 0....{'label': 'pos', 'probability': {'neutral': 0....{'label': 'pos', 'probability': {'neutral': 0....{'label': 'neg', 'probability': {'neutral': 0....{'label': 'neg', 'probability': {'neutral': 0....{'label': 'pos', 'probability': {'neutral': 0....{'label': 'neg', 'probability': {'neutral': 0....{'label': 'pos', 'probability': {'neutral': 0....{'label': 'neutral', 'probability': {'pos': 0....{'label': 'pos', 'probability': {'pos': 0.5616...{'label': 'neutral', 'probability': {'pos': 0....{'label': 'pos', 'probability': {'pos': 0.7184...{'label': 'neg', 'probability': {'pos': 0.4475...{'label': 'neutral', 'probability': {'pos': 0....{'label': 'neg', 'probability': {'pos': 0.1925...{'label': 'neg', 'probability': {'pos': 0.2385...{'label': 'neutral', 'probability': {'pos': 0....{'label': 'neutral', 'probability': {'pos': 0....
speechiness0.05060.05010.03350.1270.03950.06620.04610.04230.05710.03920.0398...0.05040.03780.0280.08060.02910.03450.03680.03270.02920.04520.08950.05470.04530.07310.1070.04810.07290.05380.03690.0488
tempo89.992.929131.36132.645126.441175.86129.417121.216173.283146.636179.24...142.445133.942139.388147.997134.435112.421124.451101.408140.928124.631121.559118.77880.89594.509111.38899.567127.565113.629127.648111.717
time_signature44434...444443434
https://api.spotify.com/v1/tracks/2ucFulEWapRA...https://api.spotify.com/v1/tracks/2z1p43SNSbeo...https://api.spotify.com/v1/tracks/3ckvsHnEffhh...https://api.spotify.com/v1/tracks/5cXiWs6VoLlD...https://api.spotify.com/v1/tracks/4edArG2VehvJ...https://api.spotify.com/v1/tracks/150EAeMGWJRu...https://api.spotify.com/v1/tracks/1fVeHYkyMxrj...https://api.spotify.com/v1/tracks/0GRplBEB2FWC...https://api.spotify.com/v1/tracks/1eVymk74iroq...https://api.spotify.com/v1/tracks/2p5a9gu6NECV...https://api.spotify.com/v1/tracks/1HyLh5cctOnP......https://api.spotify.com/v1/tracks/43feVCF6QfqI...https://api.spotify.com/v1/tracks/3NwEPV9MDr1z...https://api.spotify.com/v1/tracks/2Iccm3cKBQHW...https://api.spotify.com/v1/tracks/2OLMjGIhCNI6...https://api.spotify.com/v1/tracks/01n20rdBC5cz...https://api.spotify.com/v1/tracks/5gnrZoSS7nbD...https://api.spotify.com/v1/tracks/5FBxWhG0nbBA...https://api.spotify.com/v1/tracks/6tEwCsVtZ5tI...https://api.spotify.com/v1/tracks/50jq8RgbDfmN...https://api.spotify.com/v1/tracks/4Z1fbYp0HuxL...https://api.spotify.com/v1/tracks/3pY5chBSUotR...https://api.spotify.com/v1/tracks/5ToEv4nDN51O...https://api.spotify.com/v1/tracks/3ZFPe2aiLQuE...https://api.spotify.com/v1/tracks/2BOawXVznHmi...https://api.spotify.com/v1/tracks/1alxZZpi5dBL...https://api.spotify.com/v1/tracks/1k1kJBeaL3FC...https://api.spotify.com/v1/tracks/42uZOBjvKNv4...https://api.spotify.com/v1/tracks/5JnPM6eKhHJt...https://api.spotify.com/v1/tracks/3HEC6nzAo3U5...https://api.spotify.com/v1/tracks/3qchAN1uJ1Ki...
track_number53791234567...5678910111213141234567
typespotify:track:2ucFulEWapRAmTn7l6f5Q7spotify:track:2z1p43SNSbeowzy8WdYHNkspotify:track:3ckvsHnEffhhS5c0Cs6Gv5spotify:track:5cXiWs6VoLlDlowJQo0UPkspotify:track:4edArG2VehvJdwOZfYOxtKspotify:track:150EAeMGWJRubuH8zyx7h8spotify:track:1fVeHYkyMxrjbjRAD9uWsZspotify:track:0GRplBEB2FWCKutwMmS6nYspotify:track:1eVymk74iroqhsZxm0Vy3gspotify:track:2p5a9gu6NECVSvBtGSU1vmspotify:track:1HyLh5cctOnP186CBi8bhm...spotify:track:43feVCF6QfqIt9LnLs9BAHspotify:track:3NwEPV9MDr1z3KcHiAuz9dspotify:track:2Iccm3cKBQHWt5yk0yX9nhspotify:track:2OLMjGIhCNI6j34ysPscbpspotify:track:01n20rdBC5czKAhxmGREkrspotify:track:5gnrZoSS7nbDYtHp32RFiIspotify:track:5FBxWhG0nbBAF6lWgJFklMspotify:track:6tEwCsVtZ5tI8uHNJSHQ3bspotify:track:50jq8RgbDfmNNd0NiRnl4Lspotify:track:4Z1fbYp0HuxLBje4MOZcSDspotify:track:3pY5chBSUotRa6RoIfwJjcspotify:track:5ToEv4nDN51OyAjK65A9YSspotify:track:3ZFPe2aiLQuEfDxSqQstZpspotify:track:2BOawXVznHmi2KJzRFstBNspotify:track:1alxZZpi5dBLcmV3WkYIzNspotify:track:1k1kJBeaL3FCUG2vOJ1z0gspotify:track:42uZOBjvKNv4QKnBmjOwb0spotify:track:5JnPM6eKhHJtkWfS6ymUMFspotify:track:3HEC6nzAo3U5z7blaCNBcFspotify:track:3qchAN1uJ1KiF8yxmqb3Ov
valence0.1530.2460.9290.5880.5620.7580.4050.6690.3950.7260.1520.2610.9240.4620.6130.590.7560.4090.6770.368...0.8250.6060.7080.7650.780.8890.6360.3780.9280.9420.8490.7940.1330.50.380.3280.330.6410.1840.536
\n", - "

41 rows × 229 columns

\n", + "

42 rows × 261 columns

\n", "
" ], "text/plain": [ " 0 \\\n", "_id 2ucFulEWapRAmTn7l6f5Q7 \n", "acousticness 0.425 \n", - "album {'id': '03Qh833fEdVT30Pfs93ea6', 'uri': 'spoti... \n", + "album {'external_urls': {'spotify': 'https://open.sp... \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 [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "complexity 0.0598502 \n", "ctitle wild honey pie \n", "danceability 0.792 \n", "disc_number 1 \n", @@ -3661,21 +3596,23 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE0601648'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/2u... \n", - "gloom 0.418731 \n", "href https://api.spotify.com/v1/tracks/2ucFulEWapRA... \n", "id 2ucFulEWapRAmTn7l6f5Q7 \n", + "ignore NaN \n", "instrumentalness 0.627 \n", "key 2 \n", "liveness 0.789 \n", "loudness -11.185 \n", "lyrical_density 0.169898 \n", - "lyrics honey pie honey pie i love you, honey pie \n", + "lyrics honey pie honey pie i love you honey pie \n", "mode 1 \n", - "name Wild Honey Pie - Remastered 2009 \n", + "name Wild Honey Pie - Remastered \n", + "nnrc_sentiment {'joy': 0.25, 'positive': 1.0} \n", + "nrc_sentiment {'joy': 1, 'positive': 4} \n", "original_lyrics \\n\\nHoney Pie\\nHoney Pie\\nI love you, Honey Pi... \n", - "popularity 43 \n", - "preview_url https://p.scdn.co/mp3-preview/ddebab4d5e87d46a... \n", - "sentiment {'label': 'pos', 'probability': {'neutral': 0.... \n", + "popularity 44 \n", + "preview_url None \n", + "sentiment {'label': 'pos', 'probability': {'pos': 0.6088... \n", "speechiness 0.0506 \n", "tempo 89.9 \n", "time_signature 4 \n", @@ -3683,19 +3620,18 @@ "track_number 5 \n", "type audio_features \n", "uri spotify:track:2ucFulEWapRAmTn7l6f5Q7 \n", - "valence 0.153 \n", + "valence 0.152 \n", "\n", " 1 \\\n", "_id 2z1p43SNSbeowzy8WdYHNk \n", "acousticness 0.368 \n", - "album {'id': '6P9yO0ukhOx3dvmhGKeYoC', 'uri': 'spoti... \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", "album_id 6P9yO0ukhOx3dvmhGKeYoC \n", "analysis_url https://api.spotify.com/v1/audio-analysis/2z1p... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "complexity NaN \n", "ctitle flying \n", "danceability 0.551 \n", "disc_number 1 \n", @@ -3704,20 +3640,22 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE0601635'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/2z... \n", - "gloom NaN \n", "href https://api.spotify.com/v1/tracks/2z1p43SNSbeo... \n", "id 2z1p43SNSbeowzy8WdYHNk \n", + "ignore NaN \n", "instrumentalness 0.88 \n", "key 0 \n", "liveness 0.0932 \n", "loudness -14.755 \n", "lyrical_density 0 \n", - "lyrics \n", + "lyrics NaN \n", "mode 1 \n", "name Flying - Remastered 2009 \n", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", "original_lyrics \\n\\n[Instrumental]\\n\\n \n", - "popularity 44 \n", - "preview_url https://p.scdn.co/mp3-preview/15f07b753cb7e50c... \n", + "popularity 45 \n", + "preview_url None \n", "sentiment NaN \n", "speechiness 0.0501 \n", "tempo 92.929 \n", @@ -3726,19 +3664,18 @@ "track_number 3 \n", "type audio_features \n", "uri spotify:track:2z1p43SNSbeowzy8WdYHNk \n", - "valence 0.246 \n", + "valence 0.261 \n", "\n", " 2 \\\n", "_id 3ckvsHnEffhhS5c0Cs6Gv5 \n", "acousticness 0.614 \n", - "album {'id': '7BgGBZndAvDlKOcwe5rscZ', 'uri': 'spoti... \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", "album_id 7BgGBZndAvDlKOcwe5rscZ \n", "analysis_url https://api.spotify.com/v1/audio-analysis/3ckv... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "complexity NaN \n", "ctitle kansas city heyheyheyhey \n", "danceability 0.588 \n", "disc_number 1 \n", @@ -3747,9 +3684,9 @@ "explicit False \n", "external_ids {'isrc': 'GBAYE0601457'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/3c... \n", - "gloom NaN \n", "href https://api.spotify.com/v1/tracks/3ckvsHnEffhh... \n", "id 3ckvsHnEffhhS5c0Cs6Gv5 \n", + "ignore NaN \n", "instrumentalness 8.92e-05 \n", "key 7 \n", "liveness 0.877 \n", @@ -3757,10 +3694,12 @@ "lyrical_density NaN \n", "lyrics NaN \n", "mode 1 \n", - "name Kansas City / Hey-Hey-Hey-Hey - Remastered 2009 \n", + "name Kansas City / Hey-Hey-Hey-Hey - Remastered \n", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", "original_lyrics NaN \n", - "popularity 38 \n", - "preview_url https://p.scdn.co/mp3-preview/bd13930c7706bdd4... \n", + "popularity 39 \n", + "preview_url None \n", "sentiment NaN \n", "speechiness 0.0335 \n", "tempo 131.36 \n", @@ -3769,19 +3708,62 @@ "track_number 7 \n", "type audio_features \n", "uri spotify:track:3ckvsHnEffhhS5c0Cs6Gv5 \n", - "valence 0.929 \n", + "valence 0.924 \n", "\n", " 3 \\\n", + "_id 5cXiWs6VoLlDlowJQo0UPk \n", + "acousticness 0.22 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 3LXItxKnnJcEDc5QdTc00n \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/5cXi... \n", + "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", + "artist_name The Beatles \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "ctitle when im sixtyfour \n", + "danceability 0.818 \n", + "disc_number 2 \n", + "duration_ms 178653 \n", + "energy 0.231 \n", + "explicit False \n", + "external_ids {'isrc': 'GBUM71701196'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/5c... \n", + "href https://api.spotify.com/v1/tracks/5cXiWs6VoLlD... \n", + "id 5cXiWs6VoLlDlowJQo0UPk \n", + "ignore NaN \n", + "instrumentalness 0 \n", + "key 7 \n", + "liveness 0.0747 \n", + "loudness -11.951 \n", + "lyrical_density NaN \n", + "lyrics NaN \n", + "mode 1 \n", + "name When I'm Sixty-Four - Take 2 \n", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", + "original_lyrics NaN \n", + "popularity 35 \n", + "preview_url None \n", + "sentiment NaN \n", + "speechiness 0.127 \n", + "tempo 132.645 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/5cXiWs6VoLlD... \n", + "track_number 9 \n", + "type audio_features \n", + "uri spotify:track:5cXiWs6VoLlDlowJQo0UPk \n", + "valence 0.462 \n", + "\n", + " 4 \\\n", "_id 4edArG2VehvJdwOZfYOxtK \n", "acousticness 7.67e-05 \n", - "album {'id': '5XfJmldgWzrc1AIdbBaVZn', 'uri': 'spoti... \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", "album_id 5XfJmldgWzrc1AIdbBaVZn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/4edA... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "complexity 0.293946 \n", "ctitle twist and shout \n", "danceability 0.311 \n", "disc_number 1 \n", @@ -3790,9 +3772,9 @@ "explicit False \n", "external_ids {'isrc': 'GBUM71603960'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/4e... \n", - "gloom 0.238815 \n", "href https://api.spotify.com/v1/tracks/4edArG2VehvJ... \n", "id 4edArG2VehvJdwOZfYOxtK \n", + "ignore True \n", "instrumentalness 2.04e-06 \n", "key 2 \n", "liveness 0.508 \n", @@ -3801,10 +3783,12 @@ "lyrics well shake it up baby now (shake it up baby) t... \n", "mode 1 \n", "name Twist And Shout - Live / Remastered \n", + "nnrc_sentiment {'anger': 0.2727272727272727, 'surprise': 0.36... \n", + "nrc_sentiment {'anger': 3, 'surprise': 4, 'positive': 11, 't... \n", "original_lyrics \\n\\n[Verse 1]\\nWell shake it up baby now (shak... \n", "popularity 48 \n", - "preview_url https://p.scdn.co/mp3-preview/cd82d2f8f92a7222... \n", - "sentiment {'label': 'pos', 'probability': {'neutral': 0.... \n", + "preview_url None \n", + "sentiment {'label': 'pos', 'probability': {'pos': 0.5000... \n", "speechiness 0.0395 \n", "tempo 126.441 \n", "time_signature 4 \n", @@ -3812,19 +3796,18 @@ "track_number 1 \n", "type audio_features \n", "uri spotify:track:4edArG2VehvJdwOZfYOxtK \n", - "valence 0.588 \n", + "valence 0.613 \n", "\n", - " 4 \\\n", + " 5 \\\n", "_id 150EAeMGWJRubuH8zyx7h8 \n", "acousticness 0.00675 \n", - "album {'id': '5XfJmldgWzrc1AIdbBaVZn', 'uri': 'spoti... \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", "album_id 5XfJmldgWzrc1AIdbBaVZn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/150E... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "complexity 0.316303 \n", "ctitle shes a woman \n", "danceability 0.188 \n", "disc_number 1 \n", @@ -3833,9 +3816,9 @@ "explicit False \n", "external_ids {'isrc': 'GBUM71603957'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/15... \n", - "gloom 0.22727 \n", "href https://api.spotify.com/v1/tracks/150EAeMGWJRu... \n", "id 150EAeMGWJRubuH8zyx7h8 \n", + "ignore True \n", "instrumentalness 2.42e-05 \n", "key 9 \n", "liveness 0.85 \n", @@ -3844,10 +3827,12 @@ "lyrics my love don't give me presents i know that she... \n", "mode 1 \n", "name She's A Woman - Live / Remastered \n", + "nnrc_sentiment {'anger': 0.4, 'trust': 0.4, 'sadness': 0.6, '... \n", + "nrc_sentiment {'anger': 2, 'trust': 2, 'fear': 1, 'surprise'... \n", "original_lyrics \\n\\n[Chorus]\\nMy love don't give me presents\\n... \n", - "popularity 45 \n", - "preview_url https://p.scdn.co/mp3-preview/37806a7d82c5d2a8... \n", - "sentiment {'label': 'neutral', 'probability': {'neutral'... \n", + "popularity 46 \n", + "preview_url None \n", + "sentiment {'label': 'neutral', 'probability': {'pos': 0.... \n", "speechiness 0.0662 \n", "tempo 175.86 \n", "time_signature 4 \n", @@ -3855,19 +3840,18 @@ "track_number 2 \n", "type audio_features \n", "uri spotify:track:150EAeMGWJRubuH8zyx7h8 \n", - "valence 0.562 \n", + "valence 0.59 \n", "\n", - " 5 \\\n", + " 6 \\\n", "_id 1fVeHYkyMxrjbjRAD9uWsZ \n", "acousticness 0.0131 \n", - "album {'id': '5XfJmldgWzrc1AIdbBaVZn', 'uri': 'spoti... \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", "album_id 5XfJmldgWzrc1AIdbBaVZn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/1fVe... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "complexity 0.445783 \n", "ctitle dizzy miss lizzy \n", "danceability 0.406 \n", "disc_number 1 \n", @@ -3876,21 +3860,23 @@ "explicit False \n", "external_ids {'isrc': 'GBUM71603952'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/1f... \n", - "gloom 0.154272 \n", "href https://api.spotify.com/v1/tracks/1fVeHYkyMxrj... \n", "id 1fVeHYkyMxrjbjRAD9uWsZ \n", + "ignore True \n", "instrumentalness 0.000141 \n", "key 11 \n", "liveness 0.496 \n", "loudness -6.879 \n", "lyrical_density 0.796421 \n", - "lyrics {intro} you make me dizzy, miss lizzy the way ... \n", + "lyrics {intro} you make me dizzy miss lizzy the way y... \n", "mode 0 \n", "name Dizzy Miss Lizzy - Live / Remastered \n", + "nnrc_sentiment {'anger': 0.1, 'surprise': 0.1, 'negative': 0.... \n", + "nrc_sentiment {'anger': 1, 'surprise': 1, 'negative': 9, 'jo... \n", "original_lyrics \\n\\n{Intro}\\n\\nYou make me dizzy, Miss Lizzy\\n... \n", - "popularity 44 \n", - "preview_url https://p.scdn.co/mp3-preview/5ee6d20e1808908e... \n", - "sentiment {'label': 'neg', 'probability': {'neutral': 0.... \n", + "popularity 45 \n", + "preview_url None \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.4047... \n", "speechiness 0.0461 \n", "tempo 129.417 \n", "time_signature 4 \n", @@ -3898,19 +3884,18 @@ "track_number 3 \n", "type audio_features \n", "uri spotify:track:1fVeHYkyMxrjbjRAD9uWsZ \n", - "valence 0.758 \n", + "valence 0.756 \n", "\n", - " 6 \\\n", + " 7 \\\n", "_id 0GRplBEB2FWCKutwMmS6nY \n", "acousticness 0.00327 \n", - "album {'id': '5XfJmldgWzrc1AIdbBaVZn', 'uri': 'spoti... \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", "album_id 5XfJmldgWzrc1AIdbBaVZn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/0GRp... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "complexity 0.334303 \n", "ctitle ticket to ride \n", "danceability 0.39 \n", "disc_number 1 \n", @@ -3919,9 +3904,9 @@ "explicit False \n", "external_ids {'isrc': 'GBUM71603959'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/0G... \n", - "gloom 0.35295 \n", "href https://api.spotify.com/v1/tracks/0GRplBEB2FWC... \n", "id 0GRplBEB2FWCKutwMmS6nY \n", + "ignore True \n", "instrumentalness 0 \n", "key 9 \n", "liveness 0.366 \n", @@ -3930,10 +3915,12 @@ "lyrics i think i'm going to be sad i think it's today... \n", "mode 1 \n", "name Ticket To Ride - Live / Remastered \n", + "nnrc_sentiment {'anger': 0.3333333333333333, 'fear': 0.333333... \n", + "nrc_sentiment {'anger': 2, 'fear': 2, 'negative': 2, 'joy': ... \n", "original_lyrics \\n\\n[Verse 1]\\nI think I'm going to be sad\\nI ... \n", - "popularity 44 \n", - "preview_url https://p.scdn.co/mp3-preview/558bb39228550744... \n", - "sentiment {'label': 'neg', 'probability': {'neutral': 0.... \n", + "popularity 45 \n", + "preview_url None \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.1745... \n", "speechiness 0.0423 \n", "tempo 121.216 \n", "time_signature 4 \n", @@ -3941,19 +3928,18 @@ "track_number 4 \n", "type audio_features \n", "uri spotify:track:0GRplBEB2FWCKutwMmS6nY \n", - "valence 0.405 \n", + "valence 0.409 \n", "\n", - " 7 \\\n", + " 8 \\\n", "_id 1eVymk74iroqhsZxm0Vy3g \n", "acousticness 0.00865 \n", - "album {'id': '5XfJmldgWzrc1AIdbBaVZn', 'uri': 'spoti... \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", "album_id 5XfJmldgWzrc1AIdbBaVZn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/1eVy... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "complexity 0.493981 \n", "ctitle cant buy me love \n", "danceability 0.2 \n", "disc_number 1 \n", @@ -3962,21 +3948,23 @@ "explicit False \n", "external_ids {'isrc': 'GBUM71603951'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/1e... \n", - "gloom 0.242494 \n", "href https://api.spotify.com/v1/tracks/1eVymk74iroq... \n", "id 1eVymk74iroqhsZxm0Vy3g \n", + "ignore True \n", "instrumentalness 0 \n", "key 5 \n", "liveness 0.894 \n", "loudness -7.606 \n", "lyrical_density 1.47553 \n", - "lyrics can't buy me love, love can't buy me love i'll... \n", + "lyrics can't buy me love love can't buy me love i'll ... \n", "mode 1 \n", "name Can't Buy Me Love - Live / Remastered \n", + "nnrc_sentiment {'anger': 0.2857142857142857, 'surprise': 0.28... \n", + "nrc_sentiment {'anger': 10, 'surprise': 10, 'positive': 35, ... \n", "original_lyrics \\n\\n[Chorus 1]\\nCan't buy me love, love\\nCan't... \n", - "popularity 44 \n", - "preview_url https://p.scdn.co/mp3-preview/c6b9c820e62868db... \n", - "sentiment {'label': 'neg', 'probability': {'neutral': 0.... \n", + "popularity 45 \n", + "preview_url None \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.2616... \n", "speechiness 0.0571 \n", "tempo 173.283 \n", "time_signature 4 \n", @@ -3984,19 +3972,18 @@ "track_number 5 \n", "type audio_features \n", "uri spotify:track:1eVymk74iroqhsZxm0Vy3g \n", - "valence 0.669 \n", + "valence 0.677 \n", "\n", - " 8 \\\n", + " 9 \\\n", "_id 2p5a9gu6NECVSvBtGSU1vm \n", "acousticness 0.0836 \n", - "album {'id': '5XfJmldgWzrc1AIdbBaVZn', 'uri': 'spoti... \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", "album_id 5XfJmldgWzrc1AIdbBaVZn \n", "analysis_url https://api.spotify.com/v1/audio-analysis/2p5a... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "complexity 0.24995 \n", "ctitle things we said today \n", "danceability 0.307 \n", "disc_number 1 \n", @@ -4005,9 +3992,9 @@ "explicit False \n", "external_ids {'isrc': 'GBUM71603958'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/2p... \n", - "gloom 0.307075 \n", "href https://api.spotify.com/v1/tracks/2p5a9gu6NECV... \n", "id 2p5a9gu6NECVSvBtGSU1vm \n", + "ignore True \n", "instrumentalness 0 \n", "key 5 \n", "liveness 0.756 \n", @@ -4016,10 +4003,12 @@ "lyrics you say you will love me if i have to go you'l... \n", "mode 1 \n", "name Things We Said Today - Live / Remastered \n", + "nnrc_sentiment {'anger': 0.07692307692307693, 'trust': 0.1538... \n", + "nrc_sentiment {'anger': 1, 'trust': 2, 'fear': 1, 'surprise'... \n", "original_lyrics \\n\\n[Verse 1]\\nYou say you will love me\\nIf I ... \n", "popularity 43 \n", - "preview_url https://p.scdn.co/mp3-preview/7b71156485b9e3e1... \n", - "sentiment {'label': 'neg', 'probability': {'neutral': 0.... \n", + "preview_url None \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.3672... \n", "speechiness 0.0392 \n", "tempo 146.636 \n", "time_signature 4 \n", @@ -4027,50 +4016,7 @@ "track_number 6 \n", "type audio_features \n", "uri spotify:track:2p5a9gu6NECVSvBtGSU1vm \n", - "valence 0.395 \n", - "\n", - " 9 \\\n", - "_id 1HyLh5cctOnP186CBi8bhm \n", - "acousticness 0.00242 \n", - "album {'id': '5XfJmldgWzrc1AIdbBaVZn', 'uri': 'spoti... \n", - "album_id 5XfJmldgWzrc1AIdbBaVZn \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/1HyL... \n", - "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", - "artist_name The Beatles \n", - "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art... \n", - "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "complexity 0.467134 \n", - "ctitle roll over beethoven \n", - "danceability 0.204 \n", - "disc_number 1 \n", - "duration_ms 134013 \n", - "energy 0.808 \n", - "explicit False \n", - "external_ids {'isrc': 'GBUM71603955'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/1H... \n", - "gloom 0.22049 \n", - "href https://api.spotify.com/v1/tracks/1HyLh5cctOnP... \n", - "id 1HyLh5cctOnP186CBi8bhm \n", - "instrumentalness 0 \n", - "key 2 \n", - "liveness 0.634 \n", - "loudness -7.948 \n", - "lyrical_density 1.7461 \n", - "lyrics i'm gonna write a little letter gonna mail it ... \n", - "mode 1 \n", - "name Roll Over Beethoven - Live / Remastered \n", - "original_lyrics \\n\\nI'm gonna write a little letter\\nGonna mai... \n", - "popularity 43 \n", - "preview_url https://p.scdn.co/mp3-preview/318950f70347c556... \n", - "sentiment {'label': 'neg', 'probability': {'neutral': 0.... \n", - "speechiness 0.0398 \n", - "tempo 179.24 \n", - "time_signature 3 \n", - "track_href https://api.spotify.com/v1/tracks/1HyLh5cctOnP... \n", - "track_number 7 \n", - "type audio_features \n", - "uri spotify:track:1HyLh5cctOnP186CBi8bhm \n", - "valence 0.726 \n", + "valence 0.368 \n", "\n", " ... \\\n", "_id ... \n", @@ -4082,7 +4028,6 @@ "artist_name ... \n", "artists ... \n", "available_markets ... \n", - "complexity ... \n", "ctitle ... \n", "danceability ... \n", "disc_number ... \n", @@ -4091,9 +4036,9 @@ "explicit ... \n", "external_ids ... \n", "external_urls ... \n", - "gloom ... \n", "href ... \n", "id ... \n", + "ignore ... \n", "instrumentalness ... \n", "key ... \n", "liveness ... \n", @@ -4102,6 +4047,8 @@ "lyrics ... \n", "mode ... \n", "name ... \n", + "nnrc_sentiment ... \n", + "nrc_sentiment ... \n", "original_lyrics ... \n", "popularity ... \n", "preview_url ... \n", @@ -4115,440 +4062,450 @@ "uri ... \n", "valence ... \n", "\n", - " 219 \\\n", - "_id 43feVCF6QfqIt9LnLs9BAH \n", - "acousticness 0.607 \n", - "album {'id': '7gDXyW16byCQOgK965BRzn', 'uri': 'spoti... \n", - "album_id 7gDXyW16byCQOgK965BRzn \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/43fe... \n", + " 251 \\\n", + "_id 3pY5chBSUotRa6RoIfwJjc \n", + "acousticness 0.000366 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 3LXItxKnnJcEDc5QdTc00n \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/3pY5... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "complexity NaN \n", - "ctitle boys \n", - "danceability 0.402 \n", + "ctitle good morning good morning \n", + "danceability 0.516 \n", "disc_number 1 \n", - "duration_ms 146440 \n", - "energy 0.86 \n", + "duration_ms 154467 \n", + "energy 0.774 \n", "explicit False \n", - "external_ids {'isrc': 'GBAYE0601414'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/43... \n", - "gloom NaN \n", - "href https://api.spotify.com/v1/tracks/43feVCF6QfqI... \n", - "id 43feVCF6QfqIt9LnLs9BAH \n", + "external_ids {'isrc': 'GBUM71700950'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/3p... \n", + "href https://api.spotify.com/v1/tracks/3pY5chBSUotR... \n", + "id 3pY5chBSUotRa6RoIfwJjc \n", + "ignore NaN \n", "instrumentalness 0 \n", - "key 4 \n", - "liveness 0.736 \n", - "loudness -10.31 \n", - "lyrical_density 0.901393 \n", - "lyrics i been told when a boy kiss a girl take a trip... \n", + "key 2 \n", + "liveness 0.5 \n", + "loudness -6.955 \n", + "lyrical_density 1.28183 \n", + "lyrics nothing to do to save his life call his wife i... \n", "mode 1 \n", - "name Boys - Remastered 2009 \n", - "original_lyrics \\n\\n[Verse 1]\\nI been told when a boy kiss a g... \n", - "popularity 42 \n", - "preview_url https://p.scdn.co/mp3-preview/c84bcc2dd65c3d9b... \n", - "sentiment {'label': 'neg', 'probability': {'neutral': 0.... \n", - "speechiness 0.0504 \n", - "tempo 142.445 \n", + "name Good Morning Good Morning - Remix \n", + "nnrc_sentiment {'anger': 0.06666666666666667, 'trust': 0.8666... \n", + "nrc_sentiment {'anger': 1, 'trust': 13, 'fear': 2, 'surprise... \n", + "original_lyrics \\n\\n[Verse 1]\\nNothing to do to save his life ... \n", + "popularity 40 \n", + "preview_url None \n", + "sentiment {'label': 'neutral', 'probability': {'pos': 0.... \n", + "speechiness 0.0895 \n", + "tempo 121.559 \n", "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/43feVCF6QfqI... \n", - "track_number 5 \n", + "track_href https://api.spotify.com/v1/tracks/3pY5chBSUotR... \n", + "track_number 11 \n", "type audio_features \n", - "uri spotify:track:43feVCF6QfqIt9LnLs9BAH \n", - "valence 0.825 \n", - "\n", - " 220 \\\n", - "_id 3NwEPV9MDr1z3KcHiAuz9d \n", - "acousticness 0.767 \n", - "album {'id': '7gDXyW16byCQOgK965BRzn', 'uri': 'spoti... \n", - "album_id 7gDXyW16byCQOgK965BRzn \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/3NwE... \n", + "uri spotify:track:3pY5chBSUotRa6RoIfwJjc \n", + "valence 0.849 \n", + "\n", + " 252 \\\n", + "_id 5ToEv4nDN51OyAjK65A9YS \n", + "acousticness 0.000236 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 3LXItxKnnJcEDc5QdTc00n \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/5ToE... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "complexity NaN \n", - "ctitle ask me why \n", - "danceability 0.605 \n", + "ctitle sgt peppers lonely hearts club band reprise \n", + "danceability 0.576 \n", "disc_number 1 \n", - "duration_ms 146533 \n", - "energy 0.394 \n", + "duration_ms 80600 \n", + "energy 0.945 \n", "explicit False \n", - "external_ids {'isrc': 'GBAYE0601415'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/3N... \n", - "gloom NaN \n", - "href https://api.spotify.com/v1/tracks/3NwEPV9MDr1z... \n", - "id 3NwEPV9MDr1z3KcHiAuz9d \n", - "instrumentalness 0 \n", - "key 4 \n", - "liveness 0.0967 \n", - "loudness -11.33 \n", - "lyrical_density 1.01001 \n", - "lyrics i love you, because you tell me things i want ... \n", + "external_ids {'isrc': 'GBUM71700957'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/5T... \n", + "href https://api.spotify.com/v1/tracks/5ToEv4nDN51O... \n", + "id 5ToEv4nDN51OyAjK65A9YS \n", + "ignore NaN \n", + "instrumentalness 0.124 \n", + "key 0 \n", + "liveness 0.463 \n", + "loudness -5.376 \n", + "lyrical_density 1.00496 \n", + "lyrics (1234) (bye) we're sgt pepper's lonely hearts ... \n", "mode 1 \n", - "name Ask Me Why - Remastered 2009 \n", - "original_lyrics \\n\\n[Verse 1]\\nI love you, because you tell me... \n", + "name Sgt. Pepper's Lonely Hearts Club Band (Reprise... \n", + "nnrc_sentiment {'anger': 1.0, 'trust': 0.18181818181818182, '... \n", + "nrc_sentiment {'anger': 11, 'trust': 2, 'fear': 11, 'surpris... \n", + "original_lyrics \\n\\n[Intro]\\n(1,2,3,4)\\n\\n(Bye!)\\n\\n[Verse]\\nW... \n", "popularity 41 \n", - "preview_url https://p.scdn.co/mp3-preview/f42256fa5367c68f... \n", - "sentiment {'label': 'neg', 'probability': {'neutral': 0.... \n", - "speechiness 0.0378 \n", - "tempo 133.942 \n", + "preview_url None \n", + "sentiment {'label': 'pos', 'probability': {'pos': 0.5616... \n", + "speechiness 0.0547 \n", + "tempo 118.778 \n", "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/3NwEPV9MDr1z... \n", - "track_number 6 \n", + "track_href https://api.spotify.com/v1/tracks/5ToEv4nDN51O... \n", + "track_number 12 \n", "type audio_features \n", - "uri spotify:track:3NwEPV9MDr1z3KcHiAuz9d \n", - "valence 0.606 \n", - "\n", - " 221 \\\n", - "_id 2Iccm3cKBQHWt5yk0yX9nh \n", - "acousticness 0.334 \n", - "album {'id': '7gDXyW16byCQOgK965BRzn', 'uri': 'spoti... \n", - "album_id 7gDXyW16byCQOgK965BRzn \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/2Icc... \n", + "uri spotify:track:5ToEv4nDN51OyAjK65A9YS \n", + "valence 0.794 \n", + "\n", + " 253 \\\n", + "_id 3ZFPe2aiLQuEfDxSqQstZp \n", + "acousticness 0.254 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 3LXItxKnnJcEDc5QdTc00n \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/3ZFP... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "complexity NaN \n", - "ctitle please please me \n", - "danceability 0.527 \n", + "ctitle a day in the life \n", + "danceability 0.339 \n", "disc_number 1 \n", - "duration_ms 120853 \n", - "energy 0.48 \n", + "duration_ms 330920 \n", + "energy 0.446 \n", "explicit False \n", - "external_ids {'isrc': 'GBAYE0601416'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/2I... \n", - "gloom NaN \n", - "href https://api.spotify.com/v1/tracks/2Iccm3cKBQHW... \n", - "id 2Iccm3cKBQHWt5yk0yX9nh \n", - "instrumentalness 0 \n", + "external_ids {'isrc': 'GBUM71700946'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/3Z... \n", + "href https://api.spotify.com/v1/tracks/3ZFPe2aiLQuE... \n", + "id 3ZFPe2aiLQuEfDxSqQstZp \n", + "ignore NaN \n", + "instrumentalness 0.000177 \n", "key 4 \n", - "liveness 0.0702 \n", - "loudness -9.61 \n", - "lyrical_density 2.19275 \n", - "lyrics (lennon/mccartney) last night i said these wor... \n", - "mode 1 \n", - "name Please Please Me - Remastered 2009 \n", - "original_lyrics \\n\\n(Lennon/McCartney)\\n\\nLast night I said th... \n", - "popularity 48 \n", - "preview_url https://p.scdn.co/mp3-preview/c7974d03d8cd26de... \n", - "sentiment {'label': 'neg', 'probability': {'neutral': 0.... \n", - "speechiness 0.028 \n", - "tempo 139.388 \n", + "liveness 0.9 \n", + "loudness -10.854 \n", + "lyrical_density 0.640638 \n", + "lyrics i read the news today oh boy about a lucky man... \n", + "mode 0 \n", + "name A Day In The Life - Remix \n", + "nnrc_sentiment {'trust': 0.625, 'fear': 0.125, 'surprise': 0.... \n", + "nrc_sentiment {'trust': 5, 'fear': 1, 'surprise': 2, 'negati... \n", + "original_lyrics \\n\\n[Verse 1: John Lennon]\\nI read the news to... \n", + "popularity 44 \n", + "preview_url None \n", + "sentiment {'label': 'neutral', 'probability': {'pos': 0.... \n", + "speechiness 0.0453 \n", + "tempo 80.895 \n", "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/2Iccm3cKBQHW... \n", - "track_number 7 \n", + "track_href https://api.spotify.com/v1/tracks/3ZFPe2aiLQuE... \n", + "track_number 13 \n", "type audio_features \n", - "uri spotify:track:2Iccm3cKBQHWt5yk0yX9nh \n", - "valence 0.708 \n", - "\n", - " 222 \\\n", - "_id 2OLMjGIhCNI6j34ysPscbp \n", - "acousticness 0.386 \n", - "album {'id': '7gDXyW16byCQOgK965BRzn', 'uri': 'spoti... \n", - "album_id 7gDXyW16byCQOgK965BRzn \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/2OLM... \n", + "uri spotify:track:3ZFPe2aiLQuEfDxSqQstZp \n", + "valence 0.133 \n", + "\n", + " 254 \\\n", + "_id 2BOawXVznHmi2KJzRFstBN \n", + "acousticness 0.291 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 3LXItxKnnJcEDc5QdTc00n \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/2BOa... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "complexity NaN \n", - "ctitle love me do \n", - "danceability 0.52 \n", - "disc_number 1 \n", - "duration_ms 141693 \n", - "energy 0.829 \n", + "ctitle sgt peppers lonely hearts club band \n", + "danceability 0.583 \n", + "disc_number 2 \n", + "duration_ms 156440 \n", + "energy 0.687 \n", "explicit False \n", - "external_ids {'isrc': 'GBAYE0601417'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/2O... \n", - "gloom NaN \n", - "href https://api.spotify.com/v1/tracks/2OLMjGIhCNI6... \n", - "id 2OLMjGIhCNI6j34ysPscbp \n", - "instrumentalness 6.2e-05 \n", + "external_ids {'isrc': 'GBUM71701188'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/2B... \n", + "href https://api.spotify.com/v1/tracks/2BOawXVznHmi... \n", + "id 2BOawXVznHmi2KJzRFstBN \n", + "ignore NaN \n", + "instrumentalness 0.0174 \n", "key 0 \n", - "liveness 0.227 \n", - "loudness -6.228 \n", - "lyrical_density 0.783384 \n", - "lyrics love, love me do you know i love you i'll alwa... \n", + "liveness 0.668 \n", + "loudness -7.932 \n", + "lyrical_density 1.0675 \n", + "lyrics it was twenty years ago today sgt pepper taugh... \n", "mode 1 \n", - "name Love Me Do - Remastered 2009 \n", - "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 {'label': 'pos', 'probability': {'neutral': 0.... \n", - "speechiness 0.0806 \n", - "tempo 147.997 \n", + "name Sgt. Pepper's Lonely Hearts Club Band - Take 9... \n", + "nnrc_sentiment {'anger': 0.7, 'trust': 1.0, 'sadness': 1.0, '... \n", + "nrc_sentiment {'anger': 7, 'trust': 10, 'fear': 8, 'surprise... \n", + "original_lyrics \\n\\n[Verse 1]\\nIt was twenty years ago today\\n... \n", + "popularity 39 \n", + "preview_url None \n", + "sentiment {'label': 'pos', 'probability': {'pos': 0.7184... \n", + "speechiness 0.0731 \n", + "tempo 94.509 \n", "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/2OLMjGIhCNI6... \n", - "track_number 8 \n", + "track_href https://api.spotify.com/v1/tracks/2BOawXVznHmi... \n", + "track_number 1 \n", "type audio_features \n", - "uri spotify:track:2OLMjGIhCNI6j34ysPscbp \n", - "valence 0.765 \n", - "\n", - " 223 \\\n", - "_id 01n20rdBC5czKAhxmGREkr \n", - "acousticness 0.389 \n", - "album {'id': '7gDXyW16byCQOgK965BRzn', 'uri': 'spoti... \n", - "album_id 7gDXyW16byCQOgK965BRzn \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/01n2... \n", + "uri spotify:track:2BOawXVznHmi2KJzRFstBN \n", + "valence 0.5 \n", + "\n", + " 255 \\\n", + "_id 1alxZZpi5dBLcmV3WkYIzN \n", + "acousticness 0.232 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 3LXItxKnnJcEDc5QdTc00n \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/1alx... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \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", - "energy 0.656 \n", + "ctitle with a little help from my friends \n", + "danceability 0.913 \n", + "disc_number 2 \n", + "duration_ms 196520 \n", + "energy 0.603 \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", - "key 2 \n", - "liveness 0.0828 \n", - "loudness -8.5 \n", - "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", - "original_lyrics \\n\\nAs I write this letter\\nSend my love to yo... \n", - "popularity 43 \n", - "preview_url https://p.scdn.co/mp3-preview/5ef1f2ba07489648... \n", - "sentiment {'label': 'pos', 'probability': {'neutral': 0.... \n", - "speechiness 0.0291 \n", - "tempo 134.435 \n", + "external_ids {'isrc': 'GBUM71701189'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/1a... \n", + "href https://api.spotify.com/v1/tracks/1alxZZpi5dBL... \n", + "id 1alxZZpi5dBLcmV3WkYIzN \n", + "ignore NaN \n", + "instrumentalness 0.531 \n", + "key 6 \n", + "liveness 0.154 \n", + "loudness -7.878 \n", + "lyrical_density 1.51639 \n", + "lyrics billy shears what would you think if i sang ou... \n", + "mode 0 \n", + "name With A Little Help From My Friends - Take 1 / ... \n", + "nnrc_sentiment {'fear': 0.125, 'negative': 0.125, 'joy': 1.0,... \n", + "nrc_sentiment {'fear': 1, 'negative': 1, 'joy': 8, 'trust': ... \n", + "original_lyrics \\n\\n[Segue]\\nBilly Shears!\\n\\n[Verse 1]\\nWhat ... \n", + "popularity 38 \n", + "preview_url None \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.4475... \n", + "speechiness 0.107 \n", + "tempo 111.388 \n", "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/01n20rdBC5cz... \n", - "track_number 9 \n", + "track_href https://api.spotify.com/v1/tracks/1alxZZpi5dBL... \n", + "track_number 2 \n", "type audio_features \n", - "uri spotify:track:01n20rdBC5czKAhxmGREkr \n", - "valence 0.78 \n", - "\n", - " 224 \\\n", - "_id 5gnrZoSS7nbDYtHp32RFiI \n", - "acousticness 0.778 \n", - "album {'id': '7gDXyW16byCQOgK965BRzn', 'uri': 'spoti... \n", - "album_id 7gDXyW16byCQOgK965BRzn \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/5gnr... \n", + "uri spotify:track:1alxZZpi5dBLcmV3WkYIzN \n", + "valence 0.38 \n", + "\n", + " 256 \\\n", + "_id 1k1kJBeaL3FCUG2vOJ1z0g \n", + "acousticness 0.749 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 3LXItxKnnJcEDc5QdTc00n \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/1k1k... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "complexity NaN \n", - "ctitle baby its you \n", - "danceability 0.608 \n", - "disc_number 1 \n", - "duration_ms 160520 \n", - "energy 0.494 \n", + "ctitle lucy in the sky with diamonds \n", + "danceability 0.423 \n", + "disc_number 2 \n", + "duration_ms 238867 \n", + "energy 0.361 \n", "explicit False \n", - "external_ids {'isrc': 'GBAYE0601419'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/5g... \n", - "gloom NaN \n", - "href https://api.spotify.com/v1/tracks/5gnrZoSS7nbD... \n", - "id 5gnrZoSS7nbDYtHp32RFiI \n", - "instrumentalness 0 \n", - "key 4 \n", - "liveness 0.0926 \n", - "loudness -12.211 \n", - "lyrical_density 1.32694 \n", - "lyrics sha la la la la la la la sha la la la la la la... \n", - "mode 0 \n", - "name Baby It's You - Remastered 2009 \n", - "original_lyrics \\n\\n[Intro-The Beatles]\\nSha la la la la la la... \n", - "popularity 44 \n", - "preview_url https://p.scdn.co/mp3-preview/d7eeb1f68c39066d... \n", - "sentiment {'label': 'neg', 'probability': {'neutral': 0.... \n", - "speechiness 0.0345 \n", - "tempo 112.421 \n", + "external_ids {'isrc': 'GBUM71701190'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/1k... \n", + "href https://api.spotify.com/v1/tracks/1k1kJBeaL3FC... \n", + "id 1k1kJBeaL3FCUG2vOJ1z0g \n", + "ignore NaN \n", + "instrumentalness 4.31e-05 \n", + "key 2 \n", + "liveness 0.106 \n", + "loudness -12.382 \n", + "lyrical_density 0.778676 \n", + "lyrics picture yourself in a boat on a river with tan... \n", + "mode 1 \n", + "name Lucy In The Sky With Diamonds - Take 1 \n", + "nnrc_sentiment {'surprise': 0.14285714285714285, 'negative': ... \n", + "nrc_sentiment {'surprise': 2, 'negative': 1, 'positive': 14,... \n", + "original_lyrics \\n\\n[Verse 1]\\nPicture yourself in a boat on a... \n", + "popularity 37 \n", + "preview_url None \n", + "sentiment {'label': 'neutral', 'probability': {'pos': 0.... \n", + "speechiness 0.0481 \n", + "tempo 99.567 \n", "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/5gnrZoSS7nbD... \n", - "track_number 10 \n", + "track_href https://api.spotify.com/v1/tracks/1k1kJBeaL3FC... \n", + "track_number 3 \n", "type audio_features \n", - "uri spotify:track:5gnrZoSS7nbDYtHp32RFiI \n", - "valence 0.889 \n", - "\n", - " 225 \\\n", - "_id 5FBxWhG0nbBAF6lWgJFklM \n", - "acousticness 0.608 \n", - "album {'id': '7gDXyW16byCQOgK965BRzn', 'uri': 'spoti... \n", - "album_id 7gDXyW16byCQOgK965BRzn \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/5FBx... \n", + "uri spotify:track:1k1kJBeaL3FCUG2vOJ1z0g \n", + "valence 0.328 \n", + "\n", + " 257 \\\n", + "_id 42uZOBjvKNv4QKnBmjOwb0 \n", + "acousticness 0.447 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 3LXItxKnnJcEDc5QdTc00n \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/42uZ... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "complexity NaN \n", - "ctitle do you want to know a secret \n", - "danceability 0.673 \n", - "disc_number 1 \n", - "duration_ms 117013 \n", - "energy 0.349 \n", + "ctitle getting better \n", + "danceability 0.73 \n", + "disc_number 2 \n", + "duration_ms 138533 \n", + "energy 0.459 \n", "explicit False \n", - "external_ids {'isrc': 'GBAYE0601420'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/5F... \n", - "gloom NaN \n", - "href https://api.spotify.com/v1/tracks/5FBxWhG0nbBA... \n", - "id 5FBxWhG0nbBAF6lWgJFklM \n", - "instrumentalness 0 \n", - "key 4 \n", - "liveness 0.38 \n", - "loudness -12.414 \n", - "lyrical_density 1.1879 \n", - "lyrics you'll never know how much i really love you y... \n", + "external_ids {'isrc': 'GBUM71701191'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/42... \n", + "href https://api.spotify.com/v1/tracks/42uZOBjvKNv4... \n", + "id 42uZOBjvKNv4QKnBmjOwb0 \n", + "ignore NaN \n", + "instrumentalness 0.121 \n", + "key 0 \n", + "liveness 0.183 \n", + "loudness -10.511 \n", + "lyrical_density 1.23436 \n", + "lyrics it's getting better all the time i used to get... \n", "mode 1 \n", - "name Do You Want To Know A Secret - Remastered 2009 \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 {'label': 'neg', 'probability': {'neutral': 0.... \n", - "speechiness 0.0368 \n", - "tempo 124.451 \n", + "name Getting Better - Take 1 / Instrumental And Spe... \n", + "nnrc_sentiment {'anger': 0.42857142857142855, 'disgust': 0.57... \n", + "nrc_sentiment {'anger': 3, 'disgust': 4, 'fear': 3, 'surpris... \n", + "original_lyrics \\n\\n[Intro]\\nIt's getting better all the time\\... \n", + "popularity 36 \n", + "preview_url None \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.1925... \n", + "speechiness 0.0729 \n", + "tempo 127.565 \n", "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/5FBxWhG0nbBA... \n", - "track_number 11 \n", + "track_href https://api.spotify.com/v1/tracks/42uZOBjvKNv4... \n", + "track_number 4 \n", "type audio_features \n", - "uri spotify:track:5FBxWhG0nbBAF6lWgJFklM \n", - "valence 0.636 \n", - "\n", - " 226 \\\n", - "_id 6tEwCsVtZ5tI8uHNJSHQ3b \n", - "acousticness 0.698 \n", - "album {'id': '7gDXyW16byCQOgK965BRzn', 'uri': 'spoti... \n", - "album_id 7gDXyW16byCQOgK965BRzn \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/6tEw... \n", + "uri spotify:track:42uZOBjvKNv4QKnBmjOwb0 \n", + "valence 0.33 \n", + "\n", + " 258 \\\n", + "_id 5JnPM6eKhHJtkWfS6ymUMF \n", + "acousticness 0.162 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 3LXItxKnnJcEDc5QdTc00n \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/5JnP... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "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", + "ctitle fixing a hole \n", + "danceability 0.591 \n", + "disc_number 2 \n", + "duration_ms 207840 \n", + "energy 0.554 \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", - "instrumentalness 0 \n", - "key 1 \n", - "liveness 0.104 \n", - "loudness -11.416 \n", - "lyrical_density 0.74506 \n", - "lyrics a taste of honey! tasting much sweeter than wi... \n", - "mode 0 \n", - "name A Taste Of Honey - Remastered 2009 \n", - "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", - "sentiment {'label': 'pos', 'probability': {'neutral': 0.... \n", - "speechiness 0.0327 \n", - "tempo 101.408 \n", - "time_signature 3 \n", - "track_href https://api.spotify.com/v1/tracks/6tEwCsVtZ5tI... \n", - "track_number 12 \n", + "external_ids {'isrc': 'GBUM71701192'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/5J... \n", + "href https://api.spotify.com/v1/tracks/5JnPM6eKhHJt... \n", + "id 5JnPM6eKhHJtkWfS6ymUMF \n", + "ignore NaN \n", + "instrumentalness 7.85e-05 \n", + "key 5 \n", + "liveness 0.0437 \n", + "loudness -7.154 \n", + "lyrical_density 0.702463 \n", + "lyrics i'm fixing a hole where the rain gets in and s... \n", + "mode 1 \n", + "name Fixing A Hole - Speech And Take 3 \n", + "nnrc_sentiment {'anger': 0.2, 'sadness': 0.2, 'negative': 1.0... \n", + "nrc_sentiment {'anger': 1, 'fear': 1, 'negative': 5, 'positi... \n", + "original_lyrics \\n\\n[Chorus]\\nI'm fixing a hole where the rain... \n", + "popularity 35 \n", + "preview_url None \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.2385... \n", + "speechiness 0.0538 \n", + "tempo 113.629 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/5JnPM6eKhHJt... \n", + "track_number 5 \n", "type audio_features \n", - "uri spotify:track:6tEwCsVtZ5tI8uHNJSHQ3b \n", - "valence 0.378 \n", - "\n", - " 227 \\\n", - "_id 50jq8RgbDfmNNd0NiRnl4L \n", - "acousticness 0.629 \n", - "album {'id': '7gDXyW16byCQOgK965BRzn', 'uri': 'spoti... \n", - "album_id 7gDXyW16byCQOgK965BRzn \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/50jq... \n", + "uri spotify:track:5JnPM6eKhHJtkWfS6ymUMF \n", + "valence 0.641 \n", + "\n", + " 259 \\\n", + "_id 3HEC6nzAo3U5z7blaCNBcF \n", + "acousticness 0.919 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 3LXItxKnnJcEDc5QdTc00n \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/3HEC... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "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", + "ctitle shes leaving home \n", + "danceability 0.443 \n", + "disc_number 2 \n", + "duration_ms 229120 \n", + "energy 0.118 \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", + "external_ids {'isrc': 'GBUM71701193'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/3H... \n", + "href https://api.spotify.com/v1/tracks/3HEC6nzAo3U5... \n", + "id 3HEC6nzAo3U5z7blaCNBcF \n", + "ignore NaN \n", + "instrumentalness 0.928 \n", "key 4 \n", - "liveness 0.172 \n", - "loudness -10.009 \n", - "lyrical_density 0.895984 \n", - "lyrics there is a place where i can go when i feel lo... \n", + "liveness 0.125 \n", + "loudness -12.964 \n", + "lyrical_density 0.999476 \n", + "lyrics wednesday morning at five o'clock as the day b... \n", "mode 1 \n", - "name There's A Place - Remastered 2009 \n", - "original_lyrics \\n\\n[Verse 1]\\nThere is a place\\nWhere I can g... \n", - "popularity 43 \n", - "preview_url https://p.scdn.co/mp3-preview/5260a1d4f12c23ac... \n", - "sentiment {'label': 'neg', 'probability': {'neutral': 0.... \n", - "speechiness 0.0292 \n", - "tempo 140.928 \n", - "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/50jq8RgbDfmN... \n", - "track_number 13 \n", + "name She's Leaving Home - Take 1 / Instrumental \n", + "nnrc_sentiment {'anger': 0.4, 'trust': 0.6, 'sadness': 0.2, '... \n", + "nrc_sentiment {'anger': 4, 'trust': 6, 'fear': 1, 'surprise'... \n", + "original_lyrics \\n\\n[Verse 1]\\nWednesday morning at five o'clo... \n", + "popularity 35 \n", + "preview_url None \n", + "sentiment {'label': 'neutral', 'probability': {'pos': 0.... \n", + "speechiness 0.0369 \n", + "tempo 127.648 \n", + "time_signature 3 \n", + "track_href https://api.spotify.com/v1/tracks/3HEC6nzAo3U5... \n", + "track_number 6 \n", "type audio_features \n", - "uri spotify:track:50jq8RgbDfmNNd0NiRnl4L \n", - "valence 0.928 \n", - "\n", - " 228 \n", - "_id 4Z1fbYp0HuxLBje4MOZcSD \n", - "acousticness 0.641 \n", - "album {'id': '7gDXyW16byCQOgK965BRzn', 'uri': 'spoti... \n", - "album_id 7gDXyW16byCQOgK965BRzn \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/4Z1f... \n", + "uri spotify:track:3HEC6nzAo3U5z7blaCNBcF \n", + "valence 0.184 \n", + "\n", + " 260 \n", + "_id 3qchAN1uJ1KiF8yxmqb3Ov \n", + "acousticness 0.482 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 3LXItxKnnJcEDc5QdTc00n \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/3qch... \n", "artist_id 3WrFJ7ztbogyGnTHbHJFl2 \n", "artist_name The Beatles \n", - "artists [{'id': '3WrFJ7ztbogyGnTHbHJFl2', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "complexity NaN \n", - "ctitle twist and shout \n", - "danceability 0.482 \n", - "disc_number 1 \n", - "duration_ms 155227 \n", - "energy 0.849 \n", + "ctitle being for the benefit of mr kite \n", + "danceability 0.595 \n", + "disc_number 2 \n", + "duration_ms 187213 \n", + "energy 0.378 \n", "explicit False \n", - "external_ids {'isrc': 'GBAYE0601423'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/4Z... \n", - "gloom NaN \n", - "href https://api.spotify.com/v1/tracks/4Z1fbYp0HuxL... \n", - "id 4Z1fbYp0HuxLBje4MOZcSD \n", - "instrumentalness 7.74e-06 \n", - "key 2 \n", - "liveness 0.0414 \n", - "loudness -9.198 \n", - "lyrical_density 1.70075 \n", - "lyrics well shake it up baby now (shake it up baby) t... \n", + "external_ids {'isrc': 'GBUM71701194'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/3q... \n", + "href https://api.spotify.com/v1/tracks/3qchAN1uJ1Ki... \n", + "id 3qchAN1uJ1KiF8yxmqb3Ov \n", + "ignore NaN \n", + "instrumentalness 8.96e-06 \n", + "key 0 \n", + "liveness 0.432 \n", + "loudness -11.467 \n", + "lyrical_density 0.806568 \n", + "lyrics for the benefit of mr kite there will be a sho... \n", "mode 1 \n", - "name Twist And Shout - Remastered 2009 \n", - "original_lyrics \\n\\n[Verse 1]\\nWell shake it up baby now (shak... \n", - "popularity 64 \n", - "preview_url https://p.scdn.co/mp3-preview/b7e3bc96b46e4dcc... \n", - "sentiment {'label': 'pos', 'probability': {'neutral': 0.... \n", - "speechiness 0.0452 \n", - "tempo 124.631 \n", + "name Being For The Benefit Of Mr. Kite! - Take 4 \n", + "nnrc_sentiment {'anger': 0.09090909090909091, 'trust': 0.7272... \n", + "nrc_sentiment {'anger': 1, 'trust': 8, 'fear': 2, 'surprise'... \n", + "original_lyrics \\n\\n[Verse 1]\\nFor the benefit of Mr. Kite\\nTh... \n", + "popularity 35 \n", + "preview_url None \n", + "sentiment {'label': 'neutral', 'probability': {'pos': 0.... \n", + "speechiness 0.0488 \n", + "tempo 111.717 \n", "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/4Z1fbYp0HuxL... \n", - "track_number 14 \n", + "track_href https://api.spotify.com/v1/tracks/3qchAN1uJ1Ki... \n", + "track_number 7 \n", "type audio_features \n", - "uri spotify:track:4Z1fbYp0HuxLBje4MOZcSD \n", - "valence 0.942 \n", + "uri spotify:track:3qchAN1uJ1KiF8yxmqb3Ov \n", + "valence 0.536 \n", "\n", - "[41 rows x 229 columns]" + "[42 rows x 261 columns]" ] }, - "execution_count": 37, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -4560,9 +4517,8 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 19, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -4570,6 +4526,19 @@ "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", @@ -4585,138 +4554,138 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -4768,40 +4737,40 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", " \n", " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -4809,39 +4778,61 @@ " \n", " \n", " \n", - " \n", " \n", " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -4850,6 +4841,8 @@ " \n", " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -4864,51 +4857,51 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -4916,19 +4909,19 @@ " \n", " \n", " \n", - " \n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", + " \n", " \n", " \n", " \n", " \n", " \n", + " \n", " \n", " \n", " \n", @@ -4936,195 +4929,267 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", - " \n", " \n", + " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", " \n", " \n", - " \n", - " \n", + " \n", " \n", + " \n", " \n", + " \n", " \n", " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", " \n", + " \n", + " \n", " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -5132,14 +5197,14 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -5152,123 +5217,219 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -5280,12 +5441,12 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", - " \n", - " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -5296,51 +5457,51 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", + " \n", + " \n", " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -5368,176 +5529,69 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
89...265266267268269270271272273274456457458459460461462463464465
_id3u06WsJ1KtvEqmmmZqy76J1lLK53LFXWvPzPYtlJIvt074tlMxJ8wF0sNp93GBEPdK1jgefM2ZP7RnPVShhy1eUM4HKaTAMIXT88muGU1JN9lI7FagS2T3y5XwDpYvyHfvmc0B5CEdw4WBs91yn444ZP274pKN6TNF59rJ1PCtPoeppg39OF4xTwA6f5BaIeA9aAwF2uO1HbJhQvmXpjclLmLEeK19LYBNYOMwmDKXvhwq5Ggv281J4XFm5DLfVt1nKNBsPn56ljxn1tdisThe4xcVe4px2Ax0tajnMzn8bB0jkmGNCK2l4gWzhTj7Yt1IvMTWnSgF7otIbWwB2rkqB3BHl6v296...2BxO4VLPjzrApKTHZjpz9G6L7tmFIPKy98Js8ytCB1pT2gB58ki3GMqyNsdsPpDECH6C0au9ut1avz4zhryYHudG1NvBOki5VmSSVelycoMo9631KuT5lcyp6NlDBjp3EVTp3u0cZhyEPYIe9qDKPEeS4g6gVXeA52q3FbLANm6gW0Ma2rNBqTve7unpL01DuTyX3P3Ey71ndsJ2GDMgT0hVJlPs1F69leTp8WQHMFVQ5gOtIS3nc2vvots8KXJIssvtJvh60cNyluZzzBVbsk2UY7Spca6dx6G9OexgRFCulfKI4sPN6fZKfyDrl9Nph0ifIGvOxs660iobQYqexXXNfRomqz3o6AX8HMe53fbGdNNAnC8LSz16FlhqpxLT6WTfiLVEZ7Vv5UXwp4rKvtXtKJpe0iIctM1tiyUANzZamsPZlHhZBbOd
acousticness0.1070.5360.003520.1480.03280.0005520.3470.0002150.272.35e-050.1090.03910.0240.8590.4830.198...0.1810.02070.007420.01840.0020.0002830.3950.1470.4740.1730.3550.3120.01070.0280.03040.01530.0002310.02480.003090.0547
album{'id': '6FjXxl9VLURGuubdXUn2J3', 'type': 'albu...{'id': '3PbRKFafwE7Of8e4dTee72', 'type': 'albu...{'id': '3PbRKFafwE7Of8e4dTee72', 'type': 'albu...{'id': '3PbRKFafwE7Of8e4dTee72', 'type': 'albu...{'id': '3PbRKFafwE7Of8e4dTee72', 'type': 'albu...{'id': '3PbRKFafwE7Of8e4dTee72', 'type': 'albu...{'id': '3PbRKFafwE7Of8e4dTee72', 'type': 'albu...{'id': '5eTqRwTGKPBUiUuN1rFaXD', 'type': 'albu...{'id': '3CHu7qW160uqPZHW3TMZ1l', 'type': 'albu...{'id': '3CHu7qW160uqPZHW3TMZ1l', 'type': 'albu......{'id': '5eTqRwTGKPBUiUuN1rFaXD', 'type': 'albu...{'id': '5eTqRwTGKPBUiUuN1rFaXD', 'type': 'albu...{'id': '5eTqRwTGKPBUiUuN1rFaXD', 'type': 'albu...{'id': '5eTqRwTGKPBUiUuN1rFaXD', 'type': 'albu...{'id': '5eTqRwTGKPBUiUuN1rFaXD', 'type': 'albu...{'id': '5eTqRwTGKPBUiUuN1rFaXD', 'type': 'albu...{'id': '3PbRKFafwE7Of8e4dTee72', 'type': 'albu...{'id': '62ZT16LY1phGM0O8x5qW1z', 'type': 'albu...{'id': '4g9Jfls8z2nbQxj5PiXkiy', 'type': 'albu...{'id': '4fhWcu56Bbh5wALuTouFVW', 'type': 'albu...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp......{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...
album_id6FjXxl9VLURGuubdXUn2J33PbRKFafwE7Of8e4dTee723PbRKFafwE7Of8e4dTee723PbRKFafwE7Of8e4dTee723PbRKFafwE7Of8e4dTee723PbRKFafwE7Of8e4dTee723PbRKFafwE7Of8e4dTee722gCp8kyDcL93s4kVP4VMTC2gCp8kyDcL93s4kVP4VMTC2gCp8kyDcL93s4kVP4VMTC5eTqRwTGKPBUiUuN1rFaXD3CHu7qW160uqPZHW3TMZ1l3CHu7qW160uqPZHW3TMZ1l3CHu7qW160uqPZHW3TMZ1l3CHu7qW160uqPZHW3TMZ1l...5eTqRwTGKPBUiUuN1rFaXD5eTqRwTGKPBUiUuN1rFaXD5eTqRwTGKPBUiUuN1rFaXD5eTqRwTGKPBUiUuN1rFaXD5eTqRwTGKPBUiUuN1rFaXD5eTqRwTGKPBUiUuN1rFaXD3PbRKFafwE7Of8e4dTee7262ZT16LY1phGM0O8x5qW1z4g9Jfls8z2nbQxj5PiXkiy4fhWcu56Bbh5wALuTouFVW6hB5kO3oV3tlnblCNSSA9Z3yNf6JVyEEqvM4OqKEmZSC2gCp8kyDcL93s4kVP4VMTC2gCp8kyDcL93s4kVP4VMTC2gCp8kyDcL93s4kVP4VMTC2gCp8kyDcL93s4kVP4VMTC2gCp8kyDcL93s4kVP4VMTC2gCp8kyDcL93s4kVP4VMTC2gCp8kyDcL93s4kVP4VMTC34d9ClCaKRoQ8pMeJ9Gfvt
analysis_urlhttps://api.spotify.com/v1/audio-analysis/3u06...https://api.spotify.com/v1/audio-analysis/1lLK...https://api.spotify.com/v1/audio-analysis/74tl...https://api.spotify.com/v1/audio-analysis/1jge...https://api.spotify.com/v1/audio-analysis/4HKa...https://api.spotify.com/v1/audio-analysis/7Fag...https://api.spotify.com/v1/audio-analysis/0B5C...https://api.spotify.com/v1/audio-analysis/4pKN...https://api.spotify.com/v1/audio-analysis/39OF...https://api.spotify.com/v1/audio-analysis/2uO1...https://api.spotify.com/v1/audio-analysis/19LY...https://api.spotify.com/v1/audio-analysis/281J...https://api.spotify.com/v1/audio-analysis/56lj...https://api.spotify.com/v1/audio-analysis/2Ax0...https://api.spotify.com/v1/audio-analysis/2l4g...https://api.spotify.com/v1/audio-analysis/7otI......https://api.spotify.com/v1/audio-analysis/2BxO...https://api.spotify.com/v1/audio-analysis/6L7t...https://api.spotify.com/v1/audio-analysis/2gB5...https://api.spotify.com/v1/audio-analysis/6C0a...https://api.spotify.com/v1/audio-analysis/1NvB...https://api.spotify.com/v1/audio-analysis/31Ku...https://api.spotify.com/v1/audio-analysis/3u0c...https://api.spotify.com/v1/audio-analysis/6gVX...https://api.spotify.com/v1/audio-analysis/2rNB...https://api.spotify.com/v1/audio-analysis/3Ey7...https://api.spotify.com/v1/audio-analysis/1F69...https://api.spotify.com/v1/audio-analysis/3nc2...https://api.spotify.com/v1/audio-analysis/0cNy...https://api.spotify.com/v1/audio-analysis/6dx6...https://api.spotify.com/v1/audio-analysis/6fZK...https://api.spotify.com/v1/audio-analysis/660i...https://api.spotify.com/v1/audio-analysis/6AX8...https://api.spotify.com/v1/audio-analysis/16Fl...https://api.spotify.com/v1/audio-analysis/5UXw...https://api.spotify.com/v1/audio-analysis/1tiy...
artist_id
artists[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art...[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art...[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art...[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art...[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art...[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art...[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art...[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art...[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art...[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art......[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art...[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art...[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art...[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art...[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art...[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art...[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art...[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art...[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art...[{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s......[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...
available_markets[AD, AR, AT, AU, BG, BO, BR, CL, CO, CR, CY, C...[GB][GB][GB][GB][GB][GB][AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C......[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...[GB][AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...[AD, AR, AT, AU, BE, BG, BO, CH, CL, CO, CR, C...[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...[AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C...
ctitlenot fade awayjumpin jack flashjust my imaginationfar away eyesjumpin jack flasheverybody needs somebody to love finalejust my imaginationband introductionsmartin scorsese introlittle ta...mannish boymannish boylet it rockall down the linehonky tonk womenstar starwhen the whip comes downbeast of burdenmiss youyou cant always get what you want
danceability0.2160.3950.3670.2820.4270.3180.420.2940.4050.1190.2430.3030.4120.32200.385...0.460.440.4380.2450.1240.2130.2620.4860.4160.2820.330.3290.3780.2510.3610.2240.2230.5790.470.349
disc_number2111111122...11
duration_ms1802803052802937731917874093603036272912404000933511073752402460002629333998679989312400249307...135040147040155600164320148560189600291253144867286680929458625413625480132533236627218280227547313213388907515560446907
energy0.6690.7330.9620.8830.9440.9760.9510.9640.6460.9910.9780.9510.934...0.9760.9320.9120.9640.920.9950.6020.9290.8350.4510.6720.898...0.730.7420.9830.9810.9570.980.9910.9040.9460.677
explicitFalseFalseFalseTrueFalseFalseFalseFalseFalse...False...FalseFalseFalseFalseFalseTrueFalseFalseFalse
external_ids{'isrc': 'GBUM71109053'}{'isrc': 'GBCBR1500394'}{'isrc': 'GBCBR1500392'}{'isrc': 'GBCBR1500391'}{'isrc': 'GBCBR1500396'}{'isrc': 'GBCBR1500401'}{'isrc': 'GBCBR1500404'}{'isrc': 'GBCBR1101705'}{'isrc': 'GBCBR1101708'}{'isrc': 'GBCBR1101714'}{'isrc': 'USA171210012'}{'isrc': 'GBUM70802505'}{'isrc': 'GBUM70802502'}{'isrc': 'GBUM70802637'}{'isrc': 'GBUM70803078'}{'isrc': 'GBUM70802501'}...{'isrc': 'USA171210005'}{'isrc': 'USA171210006'}{'isrc': 'USA171210008'}{'isrc': 'USA171210009'}{'isrc': 'USA171210010'}{'isrc': 'USA171210011'}{'isrc': 'GBCBR1500395'}{'isrc': 'GBUM70909519'}{'isrc': 'GBUM71604631'}{'isrc': 'GBCBR1600265'}{'isrc': 'GBCBR1200225'}{'isrc': 'GBCBR1200225'}{'isrc': 'GBCBR1101698'}{'isrc': 'GBCBR1101699'}{'isrc': 'GBCBR1101700'}{'isrc': 'GBCBR1101701'}{'isrc': 'GBCBR1101702'}{'isrc': 'GBCBR1101703'}{'isrc': 'GBCBR1101704'}{'isrc': 'GBCBR1600555'}
external_urls{'spotify': 'https://open.spotify.com/track/3u...{'spotify': 'https://open.spotify.com/track/1l...{'spotify': 'https://open.spotify.com/track/74...{'spotify': 'https://open.spotify.com/track/1j...{'spotify': 'https://open.spotify.com/track/4H...{'spotify': 'https://open.spotify.com/track/7F...{'spotify': 'https://open.spotify.com/track/0B...{'spotify': 'https://open.spotify.com/track/4p...{'spotify': 'https://open.spotify.com/track/39...{'spotify': 'https://open.spotify.com/track/2u...{'spotify': 'https://open.spotify.com/track/19...{'spotify': 'https://open.spotify.com/track/28...{'spotify': 'https://open.spotify.com/track/56...{'spotify': 'https://open.spotify.com/track/2A...{'spotify': 'https://open.spotify.com/track/2l...{'spotify': 'https://open.spotify.com/track/7o......{'spotify': 'https://open.spotify.com/track/2B...{'spotify': 'https://open.spotify.com/track/6L...{'spotify': 'https://open.spotify.com/track/2g...{'spotify': 'https://open.spotify.com/track/6C...{'spotify': 'https://open.spotify.com/track/1N...{'spotify': 'https://open.spotify.com/track/31...{'spotify': 'https://open.spotify.com/track/3u...{'spotify': 'https://open.spotify.com/track/6g...{'spotify': 'https://open.spotify.com/track/2r...{'spotify': 'https://open.spotify.com/track/3E...{'spotify': 'https://open.spotify.com/track/1F...{'spotify': 'https://open.spotify.com/track/3n...{'spotify': 'https://open.spotify.com/track/0c...{'spotify': 'https://open.spotify.com/track/6d...{'spotify': 'https://open.spotify.com/track/6f...{'spotify': 'https://open.spotify.com/track/66...{'spotify': 'https://open.spotify.com/track/6A...{'spotify': 'https://open.spotify.com/track/16...{'spotify': 'https://open.spotify.com/track/5U...{'spotify': 'https://open.spotify.com/track/1t...
hrefhttps://api.spotify.com/v1/tracks/3u06WsJ1KtvE...https://api.spotify.com/v1/tracks/1lLK53LFXWvP...https://api.spotify.com/v1/tracks/74tlMxJ8wF0s...https://api.spotify.com/v1/tracks/1jgefM2ZP7Rn...https://api.spotify.com/v1/tracks/4HKaTAMIXT88...https://api.spotify.com/v1/tracks/7FagS2T3y5Xw...https://api.spotify.com/v1/tracks/0B5CEdw4WBs9...https://api.spotify.com/v1/tracks/4pKN6TNF59rJ...https://api.spotify.com/v1/tracks/39OF4xTwA6f5...https://api.spotify.com/v1/tracks/2uO1HbJhQvmX...https://api.spotify.com/v1/tracks/19LYBNYOMwmD...https://api.spotify.com/v1/tracks/281J4XFm5DLf...https://api.spotify.com/v1/tracks/56ljxn1tdisT...https://api.spotify.com/v1/tracks/2Ax0tajnMzn8...https://api.spotify.com/v1/tracks/2l4gWzhTj7Yt...https://api.spotify.com/v1/tracks/7otIbWwB2rkq......https://api.spotify.com/v1/tracks/2BxO4VLPjzrA...https://api.spotify.com/v1/tracks/6L7tmFIPKy98...https://api.spotify.com/v1/tracks/2gB58ki3GMqy...https://api.spotify.com/v1/tracks/6C0au9ut1avz...https://api.spotify.com/v1/tracks/1NvBOki5VmSS...https://api.spotify.com/v1/tracks/31KuT5lcyp6N...https://api.spotify.com/v1/tracks/3u0cZhyEPYIe...https://api.spotify.com/v1/tracks/6gVXeA52q3Fb...https://api.spotify.com/v1/tracks/2rNBqTve7unp...https://api.spotify.com/v1/tracks/3Ey71ndsJ2GD...https://api.spotify.com/v1/tracks/1F69leTp8WQH...https://api.spotify.com/v1/tracks/3nc2vvots8KX...https://api.spotify.com/v1/tracks/0cNyluZzzBVb...https://api.spotify.com/v1/tracks/6dx6G9OexgRF...https://api.spotify.com/v1/tracks/6fZKfyDrl9Np...https://api.spotify.com/v1/tracks/660iobQYqexX...https://api.spotify.com/v1/tracks/6AX8HMe53fbG...https://api.spotify.com/v1/tracks/16FlhqpxLT6W...https://api.spotify.com/v1/tracks/5UXwp4rKvtXt...https://api.spotify.com/v1/tracks/1tiyUANzZams...
id3u06WsJ1KtvEqmmmZqy76J1lLK53LFXWvPzPYtlJIvt074tlMxJ8wF0sNp93GBEPdK1jgefM2ZP7RnPVShhy1eUM4HKaTAMIXT88muGU1JN9lI7FagS2T3y5XwDpYvyHfvmc0B5CEdw4WBs91yn444ZP274pKN6TNF59rJ1PCtPoeppg39OF4xTwA6f5BaIeA9aAwF2uO1HbJhQvmXpjclLmLEeK19LYBNYOMwmDKXvhwq5Ggv281J4XFm5DLfVt1nKNBsPn56ljxn1tdisThe4xcVe4px2Ax0tajnMzn8bB0jkmGNCK2l4gWzhTj7Yt1IvMTWnSgF7otIbWwB2rkqB3BHl6v296...1F69leTp8WQHMFVQ5gOtIS3nc2vvots8KXJIssvtJvh60cNyluZzzBVbsk2UY7Spca6dx6G9OexgRFCulfKI4sPN6fZKfyDrl9Nph0ifIGvOxs660iobQYqexXXNfRomqz3o6AX8HMe53fbGdNNAnC8LSz16FlhqpxLT6WTfiLVEZ7Vv5UXwp4rKvtXtKJpe0iIctM1tiyUANzZamsPZlHhZBbOd
ignoreTrueTrueNaNNaNNaNTrueTrueTrueTrueTrue...2BxO4VLPjzrApKTHZjpz9G6L7tmFIPKy98Js8ytCB1pT2gB58ki3GMqyNsdsPpDECH6C0au9ut1avz4zhryYHudG1NvBOki5VmSSVelycoMo9631KuT5lcyp6NlDBjp3EVTp3u0cZhyEPYIe9qDKPEeS4g6gVXeA52q3FbLANm6gW0Ma2rNBqTve7unpL01DuTyX3P3Ey71ndsJ2GDMgT0hVJlPsNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
instrumentalness0.004321.57e-060.0001720.001161.16e-050.0009730.02960.1890.001880.7250.7620.09050.009142.47e-0500.00435...0.7440.9130.8480.4110.9630.2693.15e-050.0005410.4630.122000.0002170.7030.02090.06810.1010.1130.5722.2e-05
key550974112511224102...19724920792490
liveness0.4430.9650.9620.9690.9830.970.9520.8760.9610.7630.9850.9180.9510.6990.851...0.8240.8910.7020.5750.7770.8310.9850.9670.9840.9880.920.930.6160.9320.7610.2950.2630.9140.409
loudness-4.303-8.658-5.589-7.634-5.342-5.105-6.494-5.963-8.871-4.511-5.918-3.822-3.937-5.071-16.689-2.877...-6.162-5.23-5.973-5.986-5.918-5.255-6.338-5.511-5.626-4.728-4.779-6.423-10.86-4.932-5.708-5.136-6.108-5.641-5.968
lyrical_density0.693478NaNNaNNaNNaNNaNNaNNaNNaNNaN...0.2254510.2254271.19970.8452120.6505411.045940.7439030.7791070.5683140.912942
lyricsi'm going to tell you how it's going to be you...NaNNaNNaNNaNNaNNaNNaNNaNNaN...everything gonna be alright oh yeah yeah now w...everything gonna be alright oh yeah yeah now w...in the heat of the day down in mobile alabama ...yeah heard the diesel drumming all down the li...i met a gin-soaked barroom queen in memphis sh...baby baby i've been so sad since you've been g...yeah mama and papa told me i was crazy to stay...i'll never be your beast of burden my back is ...i've been holding out so long i've been sleepi...i saw her today at the reception a glass of wi...
mode1111011101...0...1111
nameYou Win AgainFaraway Eyes - LiveHonky Tonk Women - LiveNot Fade Away - LiveI Go Wild - LiveJumpin' Jack Flash - LiveStreet Fighting Man - LiveJust My Imagination - LiveFar Away Eyes - LiveJumpin' Jack Flash - LiveEverybody Needs Somebody To Love (Finale) - Li...Jumping Jack Flash - Live At The Beacon Theatr...Just My Imagination - Live At The Beacon Theat...Band Introductions - Live At The Beacon Theatr...Martin Scorsese Intro - Live At The Beacon The...Little T&A - Live At The Beacon Theatre, New Y......I'm Alright - Live In Ireland / 1965Off The Hook - Live In Ireland / 1965Little Red Rooster - Live In Ireland / 1965Route 66 - Live In Ireland / 1965I'm Moving On - Live In Ireland / 1965The Last Time - Live In Ireland / 1965Shine a Light - LiveThe Worst - 2009 Re-Mastered Digital VersionAll Of Your LoveMidnight Rambler - LiveMannish Boy - LiveMannish Boy - LiveLet It Rock - LiveAll Down The Line - LiveHonky Tonk Women - LiveStar Star - LiveWhen The Whip Comes Down - LiveBeast Of Burden - LiveMiss You - LiveYou Can’t Always Get What You Want - Live
popularity17161918151518273728nnrc_sentiment{'negative': 0.3157894736842105, 'joy': 0.8421...NaNNaNNaNNaNNaNNaNNaNNaNNaN...26262728242617294934{'anger': 0.07692307692307693, 'trust': 0.3076...{'anger': 0.07692307692307693, 'trust': 0.3076...{'anger': 0.3333333333333333, 'sadness': 0.111...{'anger': 0.5, 'sadness': 0.3333333333333333, ...{'anger': 0.2, 'trust': 0.4, 'sadness': 0.8, '...{'anger': 0.1, 'trust': 0.6, 'sadness': 0.0666...{'anger': 0.9565217391304348, 'trust': 0.17391...{'anger': 0.4230769230769231, 'trust': 0.57692...{'anger': 0.16666666666666666, 'disgust': 0.75...{'anger': 0.4, 'trust': 0.5, 'sadness': 0.4, '...
nrc_sentiment{'negative': 6, 'joy': 16, 'trust': 4, 'positi...NaNNaNNaNNaNNaNNaNNaNNaNNaN...{'anger': 1, 'trust': 4, 'fear': 1, 'surprise'...{'anger': 1, 'trust': 4, 'fear': 1, 'surprise'...{'anger': 3, 'fear': 3, 'surprise': 4, 'negati...{'anger': 3, 'fear': 2, 'surprise': 1, 'negati...{'anger': 1, 'trust': 2, 'fear': 5, 'negative'...{'anger': 3, 'trust': 18, 'fear': 3, 'surprise...{'anger': 22, 'trust': 4, 'fear': 2, 'surprise...{'anger': 11, 'trust': 15, 'fear': 12, 'surpri...{'anger': 2, 'disgust': 9, 'fear': 3, 'surpris...{'anger': 4, 'trust': 5, 'fear': 3, 'surprise'...
preview_urlhttps://p.scdn.co/mp3-preview/21de20d8795c3d60...https://p.scdn.co/mp3-preview/5afdaabfa28e067f...https://p.scdn.co/mp3-preview/671f51874a70b3f7...original_lyrics\\n\\n[Chorus]\\nI'm going to tell you how it's g...NaNNaNNaNNaNNaNNaNNaNNaNNaN...\\n\\n[Verse 1]\\nEverything gonna be alright\\nOh...\\n\\n[Verse 1]\\nEverything gonna be alright\\nOh...\\n\\n[Verse]\\nIn the heat of the day down in Mo...\\n\\n[Verse]\\nYeah, heard the diesel drumming a...\\n\\nI met a gin-soaked barroom queen in Memphi...\\n\\n[Verse 1]\\nBaby, baby, I've been so sad si...\\n\\n[Verse 1]\\nYeah, mama and papa told me\\nI ...\\n\\n[Intro]\\nI'll never be your beast of burde...\\n\\n[Produced by The Glimmer Twins]\\n\\n[Verse ...\\n\\n[Intro: London Bach Choir]\\nI saw her toda...
popularity1412191818212621022...2122019212019252236
preview_urlhttps://p.scdn.co/mp3-preview/bba1991141c6e594...https://p.scdn.co/mp3-preview/dc5e2c9ed7a5ae3d...https://p.scdn.co/mp3-preview/17aed72343067677...https://p.scdn.co/mp3-preview/9e13894d09e23cff...https://p.scdn.co/mp3-preview/b051b48d71a46bd5...https://p.scdn.co/mp3-preview/6f8c3efc615a554b...https://p.scdn.co/mp3-preview/707e111a5eef5440......https://p.scdn.co/mp3-preview/63e454d027fa6809...https://p.scdn.co/mp3-preview/2b9e3ebd8aec9ab2...https://p.scdn.co/mp3-preview/7fd37df80648f4d8...https://p.scdn.co/mp3-preview/bb4461680e5ab01d...https://p.scdn.co/mp3-preview/64c62c7e8f7eb6bf...https://p.scdn.co/mp3-preview/4e412cd1b893a89b...https://p.scdn.co/mp3-preview/feac308c8b6794c2...https://p.scdn.co/mp3-preview/e2a9e826d6585979...https://p.scdn.co/mp3-preview/1d796622e5630f76...https://p.scdn.co/mp3-preview/20b0c963ec9199d1...NoneNoneNoneNoneNoneNoneNoneNone...NoneNoneNoneNoneNoneNoneNoneNoneNoneNone
sentiment{'label': 'pos', 'probability': {'pos': 0.5669...NaNNaNNaNNaNNaNNaNNaNNaNNaN...{'label': 'neg', 'probability': {'pos': 0.3814...{'label': 'neg', 'probability': {'pos': 0.3814...{'label': 'neutral', 'probability': {'pos': 0....{'label': 'neg', 'probability': {'pos': 0.4794...{'label': 'neutral', 'probability': {'pos': 0....{'label': 'neg', 'probability': {'pos': 0.3255...{'label': 'neg', 'probability': {'pos': 0.2602...{'label': 'neg', 'probability': {'pos': 0.2596...{'label': 'neg', 'probability': {'pos': 0.2422...{'label': 'neg', 'probability': {'pos': 0.3829...
speechiness0.03130.04110.110.09360.07790.08060.05970.07420.03560.110.4210.06670.07280.59200.0692...0.120.05620.07570.1520.1030.0590.06870.0330.03290.0740.1310.1370.08570.1140.05040.1120.110.04060.03990.0311
tempo84.544106.226114.30399.59112.123141.754127.952118.24693.57164.942181.122140.183113.354106.6820137.735...117.23676.844115.7166.196162.889180.02478.56969.39375.354129.742173.625170.818152.922162.735117.921159.078154.808108.156117.17144.952
time_signature444404...44334444
track_hrefhttps://api.spotify.com/v1/tracks/3u06WsJ1KtvE...https://api.spotify.com/v1/tracks/1lLK53LFXWvP...https://api.spotify.com/v1/tracks/74tlMxJ8wF0s...https://api.spotify.com/v1/tracks/1jgefM2ZP7Rn...https://api.spotify.com/v1/tracks/4HKaTAMIXT88...https://api.spotify.com/v1/tracks/7FagS2T3y5Xw...https://api.spotify.com/v1/tracks/0B5CEdw4WBs9...https://api.spotify.com/v1/tracks/4pKN6TNF59rJ...https://api.spotify.com/v1/tracks/39OF4xTwA6f5...https://api.spotify.com/v1/tracks/2uO1HbJhQvmX...https://api.spotify.com/v1/tracks/19LYBNYOMwmD...https://api.spotify.com/v1/tracks/281J4XFm5DLf...https://api.spotify.com/v1/tracks/56ljxn1tdisT...https://api.spotify.com/v1/tracks/2Ax0tajnMzn8...https://api.spotify.com/v1/tracks/2l4gWzhTj7Yt...https://api.spotify.com/v1/tracks/7otIbWwB2rkq......https://api.spotify.com/v1/tracks/2BxO4VLPjzrA...https://api.spotify.com/v1/tracks/6L7tmFIPKy98...https://api.spotify.com/v1/tracks/2gB58ki3GMqy...https://api.spotify.com/v1/tracks/6C0au9ut1avz...https://api.spotify.com/v1/tracks/1NvBOki5VmSS...https://api.spotify.com/v1/tracks/31KuT5lcyp6N...https://api.spotify.com/v1/tracks/3u0cZhyEPYIe...https://api.spotify.com/v1/tracks/6gVXeA52q3Fb...https://api.spotify.com/v1/tracks/2rNBqTve7unp...https://api.spotify.com/v1/tracks/3Ey71ndsJ2GD...https://api.spotify.com/v1/tracks/1F69leTp8WQH...https://api.spotify.com/v1/tracks/3nc2vvots8KX...https://api.spotify.com/v1/tracks/0cNyluZzzBVb...https://api.spotify.com/v1/tracks/6dx6G9OexgRF...https://api.spotify.com/v1/tracks/6fZKfyDrl9Np...https://api.spotify.com/v1/tracks/660iobQYqexX...https://api.spotify.com/v1/tracks/6AX8HMe53fbG...https://api.spotify.com/v1/tracks/16FlhqpxLT6W...https://api.spotify.com/v1/tracks/5UXwp4rKvtXt...https://api.spotify.com/v1/tracks/1tiyUANzZams...
track_number1142161114811171381218...1361234567910111254411
type
urispotify:track:3u06WsJ1KtvEqmmmZqy76Jspotify:track:1lLK53LFXWvPzPYtlJIvt0spotify:track:74tlMxJ8wF0sNp93GBEPdKspotify:track:1jgefM2ZP7RnPVShhy1eUMspotify:track:4HKaTAMIXT88muGU1JN9lIspotify:track:7FagS2T3y5XwDpYvyHfvmcspotify:track:0B5CEdw4WBs91yn444ZP27spotify:track:4pKN6TNF59rJ1PCtPoeppgspotify:track:39OF4xTwA6f5BaIeA9aAwFspotify:track:2uO1HbJhQvmXpjclLmLEeKspotify:track:19LYBNYOMwmDKXvhwq5Ggvspotify:track:281J4XFm5DLfVt1nKNBsPnspotify:track:56ljxn1tdisThe4xcVe4pxspotify:track:2Ax0tajnMzn8bB0jkmGNCKspotify:track:2l4gWzhTj7Yt1IvMTWnSgFspotify:track:7otIbWwB2rkqB3BHl6v296...spotify:track:2BxO4VLPjzrApKTHZjpz9Gspotify:track:6L7tmFIPKy98Js8ytCB1pTspotify:track:2gB58ki3GMqyNsdsPpDECHspotify:track:6C0au9ut1avz4zhryYHudGspotify:track:1NvBOki5VmSSVelycoMo96spotify:track:31KuT5lcyp6NlDBjp3EVTpspotify:track:3u0cZhyEPYIe9qDKPEeS4gspotify:track:6gVXeA52q3FbLANm6gW0Maspotify:track:2rNBqTve7unpL01DuTyX3Pspotify:track:3Ey71ndsJ2GDMgT0hVJlPsspotify:track:1F69leTp8WQHMFVQ5gOtISspotify:track:3nc2vvots8KXJIssvtJvh6spotify:track:0cNyluZzzBVbsk2UY7Spcaspotify:track:6dx6G9OexgRFCulfKI4sPNspotify:track:6fZKfyDrl9Nph0ifIGvOxsspotify:track:660iobQYqexXXNfRomqz3ospotify:track:6AX8HMe53fbGdNNAnC8LSzspotify:track:16FlhqpxLT6WTfiLVEZ7Vvspotify:track:5UXwp4rKvtXtKJpe0iIctMspotify:track:1tiyUANzZamsPZlHhZBbOd
valence0.5240.4820.4260.6720.4320.3620.4330.1850.4130.4360.6780.3590.6390.5620.2940.1840.4530.034800.596...0.2840.5490.4310.5880.2440.4840.50.2450.3030.3630.4780.5170.6230.590.7270.6460.5630.6440.8470.16
\n", - "

34 rows × 275 columns

\n", + "

42 rows × 466 columns

\n", "
" ], "text/plain": [ " 0 \\\n", - "_id 3u06WsJ1KtvEqmmmZqy76J \n", - "acousticness 0.107 \n", - "album {'id': '6FjXxl9VLURGuubdXUn2J3', 'type': 'albu... \n", - "album_id 6FjXxl9VLURGuubdXUn2J3 \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/3u06... \n", - "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", - "artist_name The Rolling Stones \n", - "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art... \n", - "available_markets [AD, AR, AT, AU, BG, BO, BR, CL, CO, CR, CY, C... \n", - "danceability 0.216 \n", - "disc_number 2 \n", - "duration_ms 180280 \n", - "energy 0.669 \n", - "explicit False \n", - "external_ids {'isrc': 'GBUM71109053'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/3u... \n", - "href https://api.spotify.com/v1/tracks/3u06WsJ1KtvE... \n", - "id 3u06WsJ1KtvEqmmmZqy76J \n", - "instrumentalness 0.00432 \n", - "key 5 \n", - "liveness 0.443 \n", - "loudness -4.303 \n", - "mode 1 \n", - "name You Win Again \n", - "popularity 17 \n", - "preview_url https://p.scdn.co/mp3-preview/21de20d8795c3d60... \n", - "speechiness 0.0313 \n", - "tempo 84.544 \n", - "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/3u06WsJ1KtvE... \n", - "track_number 11 \n", - "type audio_features \n", - "uri spotify:track:3u06WsJ1KtvEqmmmZqy76J \n", - "valence 0.524 \n", - "\n", - " 1 \\\n", - "_id 1lLK53LFXWvPzPYtlJIvt0 \n", - "acousticness 0.536 \n", - "album {'id': '3PbRKFafwE7Of8e4dTee72', 'type': 'albu... \n", - "album_id 3PbRKFafwE7Of8e4dTee72 \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/1lLK... \n", - "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", - "artist_name The Rolling Stones \n", - "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art... \n", - "available_markets [GB] \n", - "danceability 0.395 \n", - "disc_number 1 \n", - "duration_ms 305280 \n", - "energy 0.733 \n", - "explicit False \n", - "external_ids {'isrc': 'GBCBR1500394'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/1l... \n", - "href https://api.spotify.com/v1/tracks/1lLK53LFXWvP... \n", - "id 1lLK53LFXWvPzPYtlJIvt0 \n", - "instrumentalness 1.57e-06 \n", - "key 5 \n", - "liveness 0.965 \n", - "loudness -8.658 \n", - "mode 1 \n", - "name Faraway Eyes - Live \n", - "popularity 16 \n", - "preview_url https://p.scdn.co/mp3-preview/5afdaabfa28e067f... \n", - "speechiness 0.0411 \n", - "tempo 106.226 \n", - "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/1lLK53LFXWvP... \n", - "track_number 4 \n", - "type audio_features \n", - "uri spotify:track:1lLK53LFXWvPzPYtlJIvt0 \n", - "valence 0.482 \n", - "\n", - " 2 \\\n", - "_id 74tlMxJ8wF0sNp93GBEPdK \n", - "acousticness 0.00352 \n", - "album {'id': '3PbRKFafwE7Of8e4dTee72', 'type': 'albu... \n", - "album_id 3PbRKFafwE7Of8e4dTee72 \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/74tl... \n", - "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", - "artist_name The Rolling Stones \n", - "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art... \n", - "available_markets [GB] \n", - "danceability 0.367 \n", - "disc_number 1 \n", - "duration_ms 293773 \n", - "energy 0.962 \n", - "explicit False \n", - "external_ids {'isrc': 'GBCBR1500392'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/74... \n", - "href https://api.spotify.com/v1/tracks/74tlMxJ8wF0s... \n", - "id 74tlMxJ8wF0sNp93GBEPdK \n", - "instrumentalness 0.000172 \n", - "key 0 \n", - "liveness 0.962 \n", - "loudness -5.589 \n", - "mode 1 \n", - "name Honky Tonk Women - Live \n", - "popularity 19 \n", - "preview_url https://p.scdn.co/mp3-preview/671f51874a70b3f7... \n", - "speechiness 0.11 \n", - "tempo 114.303 \n", - "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/74tlMxJ8wF0s... \n", - "track_number 2 \n", - "type audio_features \n", - "uri spotify:track:74tlMxJ8wF0sNp93GBEPdK \n", - "valence 0.426 \n", - "\n", - " 3 \\\n", "_id 1jgefM2ZP7RnPVShhy1eUM \n", "acousticness 0.148 \n", - "album {'id': '3PbRKFafwE7Of8e4dTee72', 'type': 'albu... \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", "album_id 3PbRKFafwE7Of8e4dTee72 \n", "analysis_url https://api.spotify.com/v1/audio-analysis/1jge... \n", "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", "artist_name The Rolling Stones \n", - "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [GB] \n", + "ctitle not fade away \n", "danceability 0.282 \n", "disc_number 1 \n", "duration_ms 191787 \n", @@ -5547,14 +5601,21 @@ "external_urls {'spotify': 'https://open.spotify.com/track/1j... \n", "href https://api.spotify.com/v1/tracks/1jgefM2ZP7Rn... \n", "id 1jgefM2ZP7RnPVShhy1eUM \n", + "ignore True \n", "instrumentalness 0.00116 \n", "key 9 \n", "liveness 0.969 \n", "loudness -7.634 \n", + "lyrical_density 0.693478 \n", + "lyrics i'm going to tell you how it's going to be you... \n", "mode 1 \n", "name Not Fade Away - Live \n", - "popularity 18 \n", + "nnrc_sentiment {'negative': 0.3157894736842105, 'joy': 0.8421... \n", + "nrc_sentiment {'negative': 6, 'joy': 16, 'trust': 4, 'positi... \n", + "original_lyrics \\n\\n[Chorus]\\nI'm going to tell you how it's g... \n", + "popularity 14 \n", "preview_url https://p.scdn.co/mp3-preview/bba1991141c6e594... \n", + "sentiment {'label': 'pos', 'probability': {'pos': 0.5669... \n", "speechiness 0.0936 \n", "tempo 99.59 \n", "time_signature 4 \n", @@ -5562,54 +5623,19 @@ "track_number 1 \n", "type audio_features \n", "uri spotify:track:1jgefM2ZP7RnPVShhy1eUM \n", - "valence 0.672 \n", - "\n", - " 4 \\\n", - "_id 4HKaTAMIXT88muGU1JN9lI \n", - "acousticness 0.0328 \n", - "album {'id': '3PbRKFafwE7Of8e4dTee72', 'type': 'albu... \n", - "album_id 3PbRKFafwE7Of8e4dTee72 \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/4HKa... \n", - "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", - "artist_name The Rolling Stones \n", - "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art... \n", - "available_markets [GB] \n", - "danceability 0.427 \n", - "disc_number 1 \n", - "duration_ms 409360 \n", - "energy 0.944 \n", - "explicit True \n", - "external_ids {'isrc': 'GBCBR1500396'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/4H... \n", - "href https://api.spotify.com/v1/tracks/4HKaTAMIXT88... \n", - "id 4HKaTAMIXT88muGU1JN9lI \n", - "instrumentalness 1.16e-05 \n", - "key 7 \n", - "liveness 0.983 \n", - "loudness -5.342 \n", - "mode 1 \n", - "name I Go Wild - Live \n", - "popularity 15 \n", - "preview_url https://p.scdn.co/mp3-preview/dc5e2c9ed7a5ae3d... \n", - "speechiness 0.0779 \n", - "tempo 112.123 \n", - "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/4HKaTAMIXT88... \n", - "track_number 6 \n", - "type audio_features \n", - "uri spotify:track:4HKaTAMIXT88muGU1JN9lI \n", - "valence 0.432 \n", + "valence 0.678 \n", "\n", - " 5 \\\n", + " 1 \\\n", "_id 7FagS2T3y5XwDpYvyHfvmc \n", "acousticness 0.000552 \n", - "album {'id': '3PbRKFafwE7Of8e4dTee72', 'type': 'albu... \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", "album_id 3PbRKFafwE7Of8e4dTee72 \n", "analysis_url https://api.spotify.com/v1/audio-analysis/7Fag... \n", "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", "artist_name The Rolling Stones \n", - "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [GB] \n", + "ctitle jumpin jack flash \n", "danceability 0.318 \n", "disc_number 1 \n", "duration_ms 303627 \n", @@ -5619,14 +5645,21 @@ "external_urls {'spotify': 'https://open.spotify.com/track/7F... \n", "href https://api.spotify.com/v1/tracks/7FagS2T3y5Xw... \n", "id 7FagS2T3y5XwDpYvyHfvmc \n", + "ignore True \n", "instrumentalness 0.000973 \n", "key 4 \n", "liveness 0.97 \n", "loudness -5.105 \n", + "lyrical_density NaN \n", + "lyrics NaN \n", "mode 1 \n", "name Jumpin' Jack Flash - Live \n", - "popularity 15 \n", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", + "original_lyrics NaN \n", + "popularity 12 \n", "preview_url https://p.scdn.co/mp3-preview/17aed72343067677... \n", + "sentiment NaN \n", "speechiness 0.0806 \n", "tempo 141.754 \n", "time_signature 4 \n", @@ -5634,54 +5667,151 @@ "track_number 11 \n", "type audio_features \n", "uri spotify:track:7FagS2T3y5XwDpYvyHfvmc \n", - "valence 0.362 \n", + "valence 0.359 \n", "\n", - " 6 \\\n", - "_id 0B5CEdw4WBs91yn444ZP27 \n", - "acousticness 0.347 \n", - "album {'id': '3PbRKFafwE7Of8e4dTee72', 'type': 'albu... \n", - "album_id 3PbRKFafwE7Of8e4dTee72 \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/0B5C... \n", + " 2 \\\n", + "_id 4pKN6TNF59rJ1PCtPoeppg \n", + "acousticness 0.000215 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 2gCp8kyDcL93s4kVP4VMTC \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/4pKN... \n", "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", "artist_name The Rolling Stones \n", - "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art... \n", - "available_markets [GB] \n", - "danceability 0.42 \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "ctitle just my imagination \n", + "danceability 0.294 \n", "disc_number 1 \n", - "duration_ms 291240 \n", - "energy 0.951 \n", + "duration_ms 400093 \n", + "energy 0.964 \n", "explicit False \n", - "external_ids {'isrc': 'GBCBR1500404'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/0B... \n", - "href https://api.spotify.com/v1/tracks/0B5CEdw4WBs9... \n", - "id 0B5CEdw4WBs91yn444ZP27 \n", - "instrumentalness 0.0296 \n", - "key 11 \n", + "external_ids {'isrc': 'GBCBR1101705'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/4p... \n", + "href https://api.spotify.com/v1/tracks/4pKN6TNF59rJ... \n", + "id 4pKN6TNF59rJ1PCtPoeppg \n", + "ignore NaN \n", + "instrumentalness 0.189 \n", + "key 2 \n", "liveness 0.952 \n", - "loudness -6.494 \n", + "loudness -5.963 \n", + "lyrical_density NaN \n", + "lyrics NaN \n", + "mode 1 \n", + "name Just My Imagination - Live \n", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", + "original_lyrics NaN \n", + "popularity 19 \n", + "preview_url None \n", + "sentiment NaN \n", + "speechiness 0.0742 \n", + "tempo 118.246 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/4pKN6TNF59rJ... \n", + "track_number 8 \n", + "type audio_features \n", + "uri spotify:track:4pKN6TNF59rJ1PCtPoeppg \n", + "valence 0.639 \n", + "\n", + " 3 \\\n", + "_id 39OF4xTwA6f5BaIeA9aAwF \n", + "acousticness 0.27 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 2gCp8kyDcL93s4kVP4VMTC \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/39OF... \n", + "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", + "artist_name The Rolling Stones \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "ctitle far away eyes \n", + "danceability 0.405 \n", + "disc_number 1 \n", + "duration_ms 351107 \n", + "energy 0.646 \n", + "explicit False \n", + "external_ids {'isrc': 'GBCBR1101708'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/39... \n", + "href https://api.spotify.com/v1/tracks/39OF4xTwA6f5... \n", + "id 39OF4xTwA6f5BaIeA9aAwF \n", + "ignore NaN \n", + "instrumentalness 0.00188 \n", + "key 5 \n", + "liveness 0.876 \n", + "loudness -8.871 \n", + "lyrical_density NaN \n", + "lyrics NaN \n", "mode 1 \n", - "name Street Fighting Man - Live \n", + "name Far Away Eyes - Live \n", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", + "original_lyrics NaN \n", "popularity 18 \n", - "preview_url https://p.scdn.co/mp3-preview/9e13894d09e23cff... \n", - "speechiness 0.0597 \n", - "tempo 127.952 \n", + "preview_url None \n", + "sentiment NaN \n", + "speechiness 0.0356 \n", + "tempo 93.57 \n", "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/0B5CEdw4WBs9... \n", - "track_number 14 \n", + "track_href https://api.spotify.com/v1/tracks/39OF4xTwA6f5... \n", + "track_number 11 \n", "type audio_features \n", - "uri spotify:track:0B5CEdw4WBs91yn444ZP27 \n", - "valence 0.433 \n", + "uri spotify:track:39OF4xTwA6f5BaIeA9aAwF \n", + "valence 0.562 \n", "\n", - " 7 \\\n", + " 4 \\\n", + "_id 2uO1HbJhQvmXpjclLmLEeK \n", + "acousticness 2.35e-05 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 2gCp8kyDcL93s4kVP4VMTC \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/2uO1... \n", + "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", + "artist_name The Rolling Stones \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "ctitle jumpin jack flash \n", + "danceability 0.119 \n", + "disc_number 1 \n", + "duration_ms 375240 \n", + "energy 0.991 \n", + "explicit False \n", + "external_ids {'isrc': 'GBCBR1101714'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/2u... \n", + "href https://api.spotify.com/v1/tracks/2uO1HbJhQvmX... \n", + "id 2uO1HbJhQvmXpjclLmLEeK \n", + "ignore NaN \n", + "instrumentalness 0.725 \n", + "key 11 \n", + "liveness 0.961 \n", + "loudness -4.511 \n", + "lyrical_density NaN \n", + "lyrics NaN \n", + "mode 0 \n", + "name Jumpin' Jack Flash - Live \n", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", + "original_lyrics NaN \n", + "popularity 18 \n", + "preview_url None \n", + "sentiment NaN \n", + "speechiness 0.11 \n", + "tempo 164.942 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/2uO1HbJhQvmX... \n", + "track_number 17 \n", + "type audio_features \n", + "uri spotify:track:2uO1HbJhQvmXpjclLmLEeK \n", + "valence 0.294 \n", + "\n", + " 5 \\\n", "_id 19LYBNYOMwmDKXvhwq5Ggv \n", "acousticness 0.109 \n", - "album {'id': '5eTqRwTGKPBUiUuN1rFaXD', 'type': 'albu... \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", "album_id 5eTqRwTGKPBUiUuN1rFaXD \n", "analysis_url https://api.spotify.com/v1/audio-analysis/19LY... \n", "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", "artist_name The Rolling Stones \n", - "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "ctitle everybody needs somebody to love finale \n", "danceability 0.243 \n", "disc_number 1 \n", "duration_ms 246000 \n", @@ -5691,14 +5821,21 @@ "external_urls {'spotify': 'https://open.spotify.com/track/19... \n", "href https://api.spotify.com/v1/tracks/19LYBNYOMwmD... \n", "id 19LYBNYOMwmDKXvhwq5Ggv \n", + "ignore True \n", "instrumentalness 0.762 \n", "key 2 \n", "liveness 0.763 \n", "loudness -5.918 \n", + "lyrical_density NaN \n", + "lyrics NaN \n", "mode 1 \n", "name Everybody Needs Somebody To Love (Finale) - Li... \n", - "popularity 27 \n", - "preview_url https://p.scdn.co/mp3-preview/b051b48d71a46bd5... \n", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", + "original_lyrics NaN \n", + "popularity 21 \n", + "preview_url None \n", + "sentiment NaN \n", "speechiness 0.421 \n", "tempo 181.122 \n", "time_signature 4 \n", @@ -5706,54 +5843,19 @@ "track_number 13 \n", "type audio_features \n", "uri spotify:track:19LYBNYOMwmDKXvhwq5Ggv \n", - "valence 0.185 \n", - "\n", - " 8 \\\n", - "_id 281J4XFm5DLfVt1nKNBsPn \n", - "acousticness 0.0391 \n", - "album {'id': '3CHu7qW160uqPZHW3TMZ1l', 'type': 'albu... \n", - "album_id 3CHu7qW160uqPZHW3TMZ1l \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/281J... \n", - "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", - "artist_name The Rolling Stones \n", - "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art... \n", - "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "danceability 0.303 \n", - "disc_number 1 \n", - "duration_ms 262933 \n", - "energy 0.951 \n", - "explicit False \n", - "external_ids {'isrc': 'GBUM70802505'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/28... \n", - "href https://api.spotify.com/v1/tracks/281J4XFm5DLf... \n", - "id 281J4XFm5DLfVt1nKNBsPn \n", - "instrumentalness 0.0905 \n", - "key 11 \n", - "liveness 0.985 \n", - "loudness -3.822 \n", - "mode 0 \n", - "name Jumping Jack Flash - Live At The Beacon Theatr... \n", - "popularity 37 \n", - "preview_url https://p.scdn.co/mp3-preview/6f8c3efc615a554b... \n", - "speechiness 0.0667 \n", - "tempo 140.183 \n", - "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/281J4XFm5DLf... \n", - "track_number 1 \n", - "type audio_features \n", - "uri spotify:track:281J4XFm5DLfVt1nKNBsPn \n", - "valence 0.413 \n", + "valence 0.184 \n", "\n", - " 9 \\\n", + " 6 \\\n", "_id 56ljxn1tdisThe4xcVe4px \n", "acousticness 0.024 \n", - "album {'id': '3CHu7qW160uqPZHW3TMZ1l', 'type': 'albu... \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", "album_id 3CHu7qW160uqPZHW3TMZ1l \n", "analysis_url https://api.spotify.com/v1/audio-analysis/56lj... \n", "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", "artist_name The Rolling Stones \n", - "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "ctitle just my imagination \n", "danceability 0.412 \n", "disc_number 1 \n", "duration_ms 399867 \n", @@ -5763,14 +5865,21 @@ "external_urls {'spotify': 'https://open.spotify.com/track/56... \n", "href https://api.spotify.com/v1/tracks/56ljxn1tdisT... \n", "id 56ljxn1tdisThe4xcVe4px \n", + "ignore True \n", "instrumentalness 0.00914 \n", "key 2 \n", "liveness 0.918 \n", "loudness -3.937 \n", + "lyrical_density NaN \n", + "lyrics NaN \n", "mode 1 \n", "name Just My Imagination - Live At The Beacon Theat... \n", - "popularity 28 \n", - "preview_url https://p.scdn.co/mp3-preview/707e111a5eef5440... \n", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", + "original_lyrics NaN \n", + "popularity 26 \n", + "preview_url None \n", + "sentiment NaN \n", "speechiness 0.0728 \n", "tempo 113.354 \n", "time_signature 4 \n", @@ -5778,36 +5887,176 @@ "track_number 8 \n", "type audio_features \n", "uri spotify:track:56ljxn1tdisThe4xcVe4px \n", - "valence 0.436 \n", + "valence 0.453 \n", "\n", - " ... \\\n", - "_id ... \n", - "acousticness ... \n", - "album ... \n", - "album_id ... \n", - "analysis_url ... \n", - "artist_id ... \n", - "artist_name ... \n", - "artists ... \n", - "available_markets ... \n", - "danceability ... \n", - "disc_number ... \n", - "duration_ms ... \n", - "energy ... \n", - "explicit ... \n", - "external_ids ... \n", - "external_urls ... \n", - "href ... \n", - "id ... \n", - "instrumentalness ... \n", - "key ... \n", - "liveness ... \n", - "loudness ... \n", - "mode ... \n", - "name ... \n", - "popularity ... \n", - "preview_url ... \n", - "speechiness ... \n", + " 7 \\\n", + "_id 2Ax0tajnMzn8bB0jkmGNCK \n", + "acousticness 0.859 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 3CHu7qW160uqPZHW3TMZ1l \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/2Ax0... \n", + "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", + "artist_name The Rolling Stones \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "ctitle band introductions \n", + "danceability 0.322 \n", + "disc_number 1 \n", + "duration_ms 99893 \n", + "energy 0.995 \n", + "explicit False \n", + "external_ids {'isrc': 'GBUM70802637'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/2A... \n", + "href https://api.spotify.com/v1/tracks/2Ax0tajnMzn8... \n", + "id 2Ax0tajnMzn8bB0jkmGNCK \n", + "ignore True \n", + "instrumentalness 2.47e-05 \n", + "key 4 \n", + "liveness 0.951 \n", + "loudness -5.071 \n", + "lyrical_density NaN \n", + "lyrics NaN \n", + "mode 1 \n", + "name Band Introductions - Live At The Beacon Theatr... \n", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", + "original_lyrics NaN \n", + "popularity 21 \n", + "preview_url None \n", + "sentiment NaN \n", + "speechiness 0.592 \n", + "tempo 106.682 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/2Ax0tajnMzn8... \n", + "track_number 12 \n", + "type audio_features \n", + "uri spotify:track:2Ax0tajnMzn8bB0jkmGNCK \n", + "valence 0.0348 \n", + "\n", + " 8 \\\n", + "_id 2l4gWzhTj7Yt1IvMTWnSgF \n", + "acousticness 0.483 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 3CHu7qW160uqPZHW3TMZ1l \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/2l4g... \n", + "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", + "artist_name The Rolling Stones \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "ctitle martin scorsese intro \n", + "danceability 0 \n", + "disc_number 2 \n", + "duration_ms 12400 \n", + "energy 0.602 \n", + "explicit False \n", + "external_ids {'isrc': 'GBUM70803078'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/2l... \n", + "href https://api.spotify.com/v1/tracks/2l4gWzhTj7Yt... \n", + "id 2l4gWzhTj7Yt1IvMTWnSgF \n", + "ignore True \n", + "instrumentalness 0 \n", + "key 10 \n", + "liveness 0.699 \n", + "loudness -16.689 \n", + "lyrical_density NaN \n", + "lyrics NaN \n", + "mode 0 \n", + "name Martin Scorsese Intro - Live At The Beacon The... \n", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", + "original_lyrics NaN \n", + "popularity 0 \n", + "preview_url None \n", + "sentiment NaN \n", + "speechiness 0 \n", + "tempo 0 \n", + "time_signature 0 \n", + "track_href https://api.spotify.com/v1/tracks/2l4gWzhTj7Yt... \n", + "track_number 1 \n", + "type audio_features \n", + "uri spotify:track:2l4gWzhTj7Yt1IvMTWnSgF \n", + "valence 0 \n", + "\n", + " 9 \\\n", + "_id 7otIbWwB2rkqB3BHl6v296 \n", + "acousticness 0.198 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 3CHu7qW160uqPZHW3TMZ1l \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/7otI... \n", + "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", + "artist_name The Rolling Stones \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "ctitle little ta \n", + "danceability 0.385 \n", + "disc_number 2 \n", + "duration_ms 249307 \n", + "energy 0.929 \n", + "explicit False \n", + "external_ids {'isrc': 'GBUM70802501'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/7o... \n", + "href https://api.spotify.com/v1/tracks/7otIbWwB2rkq... \n", + "id 7otIbWwB2rkqB3BHl6v296 \n", + "ignore True \n", + "instrumentalness 0.00435 \n", + "key 2 \n", + "liveness 0.851 \n", + "loudness -2.877 \n", + "lyrical_density NaN \n", + "lyrics NaN \n", + "mode 0 \n", + "name Little T&A - Live At The Beacon Theatre, New Y... \n", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", + "original_lyrics NaN \n", + "popularity 22 \n", + "preview_url None \n", + "sentiment NaN \n", + "speechiness 0.0692 \n", + "tempo 137.735 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/7otIbWwB2rkq... \n", + "track_number 8 \n", + "type audio_features \n", + "uri spotify:track:7otIbWwB2rkqB3BHl6v296 \n", + "valence 0.596 \n", + "\n", + " ... \\\n", + "_id ... \n", + "acousticness ... \n", + "album ... \n", + "album_id ... \n", + "analysis_url ... \n", + "artist_id ... \n", + "artist_name ... \n", + "artists ... \n", + "available_markets ... \n", + "ctitle ... \n", + "danceability ... \n", + "disc_number ... \n", + "duration_ms ... \n", + "energy ... \n", + "explicit ... \n", + "external_ids ... \n", + "external_urls ... \n", + "href ... \n", + "id ... \n", + "ignore ... \n", + "instrumentalness ... \n", + "key ... \n", + "liveness ... \n", + "loudness ... \n", + "lyrical_density ... \n", + "lyrics ... \n", + "mode ... \n", + "name ... \n", + "nnrc_sentiment ... \n", + "nrc_sentiment ... \n", + "original_lyrics ... \n", + "popularity ... \n", + "preview_url ... \n", + "sentiment ... \n", + "speechiness ... \n", "tempo ... \n", "time_signature ... \n", "track_href ... \n", @@ -5816,370 +6065,450 @@ "uri ... \n", "valence ... \n", "\n", - " 265 \\\n", - "_id 2BxO4VLPjzrApKTHZjpz9G \n", - "acousticness 0.181 \n", - "album {'id': '5eTqRwTGKPBUiUuN1rFaXD', 'type': 'albu... \n", - "album_id 5eTqRwTGKPBUiUuN1rFaXD \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/2BxO... \n", + " 456 \\\n", + "_id 1F69leTp8WQHMFVQ5gOtIS \n", + "acousticness 0.355 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 6hB5kO3oV3tlnblCNSSA9Z \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/1F69... \n", "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", "artist_name The Rolling Stones \n", - "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "danceability 0.46 \n", + "ctitle mannish boy \n", + "danceability 0.33 \n", "disc_number 1 \n", - "duration_ms 135040 \n", - "energy 0.976 \n", + "duration_ms 625413 \n", + "energy 0.73 \n", "explicit False \n", - "external_ids {'isrc': 'USA171210005'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/2B... \n", - "href https://api.spotify.com/v1/tracks/2BxO4VLPjzrA... \n", - "id 2BxO4VLPjzrApKTHZjpz9G \n", - "instrumentalness 0.744 \n", - "key 1 \n", - "liveness 0.824 \n", - "loudness -6.162 \n", - "mode 0 \n", - "name I'm Alright - Live In Ireland / 1965 \n", - "popularity 26 \n", - "preview_url https://p.scdn.co/mp3-preview/63e454d027fa6809... \n", - "speechiness 0.12 \n", - "tempo 117.236 \n", - "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/2BxO4VLPjzrA... \n", - "track_number 6 \n", + "external_ids {'isrc': 'GBCBR1200225'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/1F... \n", + "href https://api.spotify.com/v1/tracks/1F69leTp8WQH... \n", + "id 1F69leTp8WQHMFVQ5gOtIS \n", + "ignore NaN \n", + "instrumentalness 0 \n", + "key 7 \n", + "liveness 0.575 \n", + "loudness -5.973 \n", + "lyrical_density 0.225451 \n", + "lyrics everything gonna be alright oh yeah yeah now w... \n", + "mode 1 \n", + "name Mannish Boy - Live \n", + "nnrc_sentiment {'anger': 0.07692307692307693, 'trust': 0.3076... \n", + "nrc_sentiment {'anger': 1, 'trust': 4, 'fear': 1, 'surprise'... \n", + "original_lyrics \\n\\n[Verse 1]\\nEverything gonna be alright\\nOh... \n", + "popularity 21 \n", + "preview_url None \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.3814... \n", + "speechiness 0.131 \n", + "tempo 173.625 \n", + "time_signature 3 \n", + "track_href https://api.spotify.com/v1/tracks/1F69leTp8WQH... \n", + "track_number 13 \n", "type audio_features \n", - "uri spotify:track:2BxO4VLPjzrApKTHZjpz9G \n", - "valence 0.284 \n", + "uri spotify:track:1F69leTp8WQHMFVQ5gOtIS \n", + "valence 0.478 \n", "\n", - " 266 \\\n", - "_id 6L7tmFIPKy98Js8ytCB1pT \n", - "acousticness 0.0207 \n", - "album {'id': '5eTqRwTGKPBUiUuN1rFaXD', 'type': 'albu... \n", - "album_id 5eTqRwTGKPBUiUuN1rFaXD \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/6L7t... \n", + " 457 \\\n", + "_id 3nc2vvots8KXJIssvtJvh6 \n", + "acousticness 0.312 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 3yNf6JVyEEqvM4OqKEmZSC \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/3nc2... \n", "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", "artist_name The Rolling Stones \n", - "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "danceability 0.44 \n", + "ctitle mannish boy \n", + "danceability 0.329 \n", "disc_number 1 \n", - "duration_ms 147040 \n", - "energy 0.932 \n", + "duration_ms 625480 \n", + "energy 0.742 \n", "explicit False \n", - "external_ids {'isrc': 'USA171210006'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/6L... \n", - "href https://api.spotify.com/v1/tracks/6L7tmFIPKy98... \n", - "id 6L7tmFIPKy98Js8ytCB1pT \n", - "instrumentalness 0.913 \n", - "key 9 \n", - "liveness 0.891 \n", - "loudness -5.23 \n", + "external_ids {'isrc': 'GBCBR1200225'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/3n... \n", + "href https://api.spotify.com/v1/tracks/3nc2vvots8KX... \n", + "id 3nc2vvots8KXJIssvtJvh6 \n", + "ignore NaN \n", + "instrumentalness 0 \n", + "key 2 \n", + "liveness 0.777 \n", + "loudness -5.986 \n", + "lyrical_density 0.225427 \n", + "lyrics everything gonna be alright oh yeah yeah now w... \n", "mode 1 \n", - "name Off The Hook - Live In Ireland / 1965 \n", - "popularity 26 \n", - "preview_url https://p.scdn.co/mp3-preview/2b9e3ebd8aec9ab2... \n", - "speechiness 0.0562 \n", - "tempo 76.844 \n", - "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/6L7tmFIPKy98... \n", - "track_number 7 \n", + "name Mannish Boy - Live \n", + "nnrc_sentiment {'anger': 0.07692307692307693, 'trust': 0.3076... \n", + "nrc_sentiment {'anger': 1, 'trust': 4, 'fear': 1, 'surprise'... \n", + "original_lyrics \\n\\n[Verse 1]\\nEverything gonna be alright\\nOh... \n", + "popularity 2 \n", + "preview_url None \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.3814... \n", + "speechiness 0.137 \n", + "tempo 170.818 \n", + "time_signature 3 \n", + "track_href https://api.spotify.com/v1/tracks/3nc2vvots8KX... \n", + "track_number 6 \n", "type audio_features \n", - "uri spotify:track:6L7tmFIPKy98Js8ytCB1pT \n", - "valence 0.549 \n", + "uri spotify:track:3nc2vvots8KXJIssvtJvh6 \n", + "valence 0.517 \n", "\n", - " 267 \\\n", - "_id 2gB58ki3GMqyNsdsPpDECH \n", - "acousticness 0.00742 \n", - "album {'id': '5eTqRwTGKPBUiUuN1rFaXD', 'type': 'albu... \n", - "album_id 5eTqRwTGKPBUiUuN1rFaXD \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/2gB5... \n", + " 458 \\\n", + "_id 0cNyluZzzBVbsk2UY7Spca \n", + "acousticness 0.0107 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 2gCp8kyDcL93s4kVP4VMTC \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/0cNy... \n", "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", "artist_name The Rolling Stones \n", - "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "danceability 0.438 \n", + "ctitle let it rock \n", + "danceability 0.378 \n", "disc_number 1 \n", - "duration_ms 155600 \n", - "energy 0.912 \n", + "duration_ms 132533 \n", + "energy 0.983 \n", "explicit False \n", - "external_ids {'isrc': 'USA171210008'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/2g... \n", - "href https://api.spotify.com/v1/tracks/2gB58ki3GMqy... \n", - "id 2gB58ki3GMqyNsdsPpDECH \n", - "instrumentalness 0.848 \n", - "key 7 \n", - "liveness 0.702 \n", - "loudness -5.511 \n", + "external_ids {'isrc': 'GBCBR1101698'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/0c... \n", + "href https://api.spotify.com/v1/tracks/0cNyluZzzBVb... \n", + "id 0cNyluZzzBVbsk2UY7Spca \n", + "ignore NaN \n", + "instrumentalness 0.000217 \n", + "key 2 \n", + "liveness 0.831 \n", + "loudness -5.918 \n", + "lyrical_density 1.1997 \n", + "lyrics in the heat of the day down in mobile alabama ... \n", "mode 1 \n", - "name Little Red Rooster - Live In Ireland / 1965 \n", - "popularity 27 \n", - "preview_url https://p.scdn.co/mp3-preview/7fd37df80648f4d8... \n", - "speechiness 0.0757 \n", - "tempo 115.7 \n", - "time_signature 3 \n", - "track_href https://api.spotify.com/v1/tracks/2gB58ki3GMqy... \n", - "track_number 9 \n", + "name Let It Rock - Live \n", + "nnrc_sentiment {'anger': 0.3333333333333333, 'sadness': 0.111... \n", + "nrc_sentiment {'anger': 3, 'fear': 3, 'surprise': 4, 'negati... \n", + "original_lyrics \\n\\n[Verse]\\nIn the heat of the day down in Mo... \n", + "popularity 20 \n", + "preview_url None \n", + "sentiment {'label': 'neutral', 'probability': {'pos': 0.... \n", + "speechiness 0.0857 \n", + "tempo 152.922 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/0cNyluZzzBVb... \n", + "track_number 1 \n", "type audio_features \n", - "uri spotify:track:2gB58ki3GMqyNsdsPpDECH \n", - "valence 0.431 \n", + "uri spotify:track:0cNyluZzzBVbsk2UY7Spca \n", + "valence 0.623 \n", "\n", - " 268 \\\n", - "_id 6C0au9ut1avz4zhryYHudG \n", - "acousticness 0.0184 \n", - "album {'id': '5eTqRwTGKPBUiUuN1rFaXD', 'type': 'albu... \n", - "album_id 5eTqRwTGKPBUiUuN1rFaXD \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/6C0a... \n", + " 459 \\\n", + "_id 6dx6G9OexgRFCulfKI4sPN \n", + "acousticness 0.028 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 2gCp8kyDcL93s4kVP4VMTC \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/6dx6... \n", "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", "artist_name The Rolling Stones \n", - "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "danceability 0.245 \n", + "ctitle all down the line \n", + "danceability 0.251 \n", "disc_number 1 \n", - "duration_ms 164320 \n", - "energy 0.964 \n", + "duration_ms 236627 \n", + "energy 0.981 \n", "explicit False \n", - "external_ids {'isrc': 'USA171210009'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/6C... \n", - "href https://api.spotify.com/v1/tracks/6C0au9ut1avz... \n", - "id 6C0au9ut1avz4zhryYHudG \n", - "instrumentalness 0.411 \n", - "key 2 \n", - "liveness 0.93 \n", - "loudness -5.626 \n", + "external_ids {'isrc': 'GBCBR1101699'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/6d... \n", + "href https://api.spotify.com/v1/tracks/6dx6G9OexgRF... \n", + "id 6dx6G9OexgRFCulfKI4sPN \n", + "ignore NaN \n", + "instrumentalness 0.703 \n", + "key 0 \n", + "liveness 0.985 \n", + "loudness -5.255 \n", + "lyrical_density 0.845212 \n", + "lyrics yeah heard the diesel drumming all down the li... \n", "mode 1 \n", - "name Route 66 - Live In Ireland / 1965 \n", - "popularity 28 \n", - "preview_url https://p.scdn.co/mp3-preview/bb4461680e5ab01d... \n", - "speechiness 0.152 \n", - "tempo 166.196 \n", + "name All Down The Line - Live \n", + "nnrc_sentiment {'anger': 0.5, 'sadness': 0.3333333333333333, ... \n", + "nrc_sentiment {'anger': 3, 'fear': 2, 'surprise': 1, 'negati... \n", + "original_lyrics \\n\\n[Verse]\\nYeah, heard the diesel drumming a... \n", + "popularity 19 \n", + "preview_url None \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.4794... \n", + "speechiness 0.114 \n", + "tempo 162.735 \n", "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/6C0au9ut1avz... \n", - "track_number 10 \n", + "track_href https://api.spotify.com/v1/tracks/6dx6G9OexgRF... \n", + "track_number 2 \n", "type audio_features \n", - "uri spotify:track:6C0au9ut1avz4zhryYHudG \n", - "valence 0.588 \n", + "uri spotify:track:6dx6G9OexgRFCulfKI4sPN \n", + "valence 0.59 \n", "\n", - " 269 \\\n", - "_id 1NvBOki5VmSSVelycoMo96 \n", - "acousticness 0.002 \n", - "album {'id': '5eTqRwTGKPBUiUuN1rFaXD', 'type': 'albu... \n", - "album_id 5eTqRwTGKPBUiUuN1rFaXD \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/1NvB... \n", + " 460 \\\n", + "_id 6fZKfyDrl9Nph0ifIGvOxs \n", + "acousticness 0.0304 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 2gCp8kyDcL93s4kVP4VMTC \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/6fZK... \n", "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", "artist_name The Rolling Stones \n", - "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "danceability 0.124 \n", + "ctitle honky tonk women \n", + "danceability 0.361 \n", "disc_number 1 \n", - "duration_ms 148560 \n", - "energy 0.92 \n", + "duration_ms 218280 \n", + "energy 0.957 \n", "explicit False \n", - "external_ids {'isrc': 'USA171210010'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/1N... \n", - "href https://api.spotify.com/v1/tracks/1NvBOki5VmSS... \n", - "id 1NvBOki5VmSSVelycoMo96 \n", - "instrumentalness 0.963 \n", - "key 4 \n", - "liveness 0.616 \n", - "loudness -4.728 \n", + "external_ids {'isrc': 'GBCBR1101700'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/6f... \n", + "href https://api.spotify.com/v1/tracks/6fZKfyDrl9Np... \n", + "id 6fZKfyDrl9Nph0ifIGvOxs \n", + "ignore NaN \n", + "instrumentalness 0.0209 \n", + "key 7 \n", + "liveness 0.967 \n", + "loudness -6.338 \n", + "lyrical_density 0.650541 \n", + "lyrics i met a gin-soaked barroom queen in memphis sh... \n", "mode 1 \n", - "name I'm Moving On - Live In Ireland / 1965 \n", - "popularity 24 \n", - "preview_url https://p.scdn.co/mp3-preview/64c62c7e8f7eb6bf... \n", - "speechiness 0.103 \n", - "tempo 162.889 \n", + "name Honky Tonk Women - Live \n", + "nnrc_sentiment {'anger': 0.2, 'trust': 0.4, 'sadness': 0.8, '... \n", + "nrc_sentiment {'anger': 1, 'trust': 2, 'fear': 5, 'negative'... \n", + "original_lyrics \\n\\nI met a gin-soaked barroom queen in Memphi... \n", + "popularity 21 \n", + "preview_url None \n", + "sentiment {'label': 'neutral', 'probability': {'pos': 0.... \n", + "speechiness 0.0504 \n", + "tempo 117.921 \n", "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/1NvBOki5VmSS... \n", - "track_number 11 \n", + "track_href https://api.spotify.com/v1/tracks/6fZKfyDrl9Np... \n", + "track_number 3 \n", "type audio_features \n", - "uri spotify:track:1NvBOki5VmSSVelycoMo96 \n", - "valence 0.244 \n", + "uri spotify:track:6fZKfyDrl9Nph0ifIGvOxs \n", + "valence 0.727 \n", "\n", - " 270 \\\n", - "_id 31KuT5lcyp6NlDBjp3EVTp \n", - "acousticness 0.000283 \n", - "album {'id': '5eTqRwTGKPBUiUuN1rFaXD', 'type': 'albu... \n", - "album_id 5eTqRwTGKPBUiUuN1rFaXD \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/31Ku... \n", + " 461 \\\n", + "_id 660iobQYqexXXNfRomqz3o \n", + "acousticness 0.0153 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 2gCp8kyDcL93s4kVP4VMTC \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/660i... \n", "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", "artist_name The Rolling Stones \n", - "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "danceability 0.213 \n", + "ctitle star star \n", + "danceability 0.224 \n", "disc_number 1 \n", - "duration_ms 189600 \n", - "energy 0.929 \n", - "explicit False \n", - "external_ids {'isrc': 'USA171210011'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/31... \n", - "href https://api.spotify.com/v1/tracks/31KuT5lcyp6N... \n", - "id 31KuT5lcyp6NlDBjp3EVTp \n", - "instrumentalness 0.269 \n", + "duration_ms 227547 \n", + "energy 0.98 \n", + "explicit True \n", + "external_ids {'isrc': 'GBCBR1101701'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/66... \n", + "href https://api.spotify.com/v1/tracks/660iobQYqexX... \n", + "id 660iobQYqexXXNfRomqz3o \n", + "ignore NaN \n", + "instrumentalness 0.0681 \n", "key 9 \n", - "liveness 0.932 \n", - "loudness -4.779 \n", + "liveness 0.984 \n", + "loudness -5.511 \n", + "lyrical_density 1.04594 \n", + "lyrics baby baby i've been so sad since you've been g... \n", "mode 1 \n", - "name The Last Time - Live In Ireland / 1965 \n", - "popularity 26 \n", - "preview_url https://p.scdn.co/mp3-preview/4e412cd1b893a89b... \n", - "speechiness 0.059 \n", - "tempo 180.024 \n", + "name Star Star - Live \n", + "nnrc_sentiment {'anger': 0.1, 'trust': 0.6, 'sadness': 0.0666... \n", + "nrc_sentiment {'anger': 3, 'trust': 18, 'fear': 3, 'surprise... \n", + "original_lyrics \\n\\n[Verse 1]\\nBaby, baby, I've been so sad si... \n", + "popularity 20 \n", + "preview_url None \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.3255... \n", + "speechiness 0.112 \n", + "tempo 159.078 \n", "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/31KuT5lcyp6N... \n", - "track_number 12 \n", + "track_href https://api.spotify.com/v1/tracks/660iobQYqexX... \n", + "track_number 4 \n", "type audio_features \n", - "uri spotify:track:31KuT5lcyp6NlDBjp3EVTp \n", - "valence 0.484 \n", + "uri spotify:track:660iobQYqexXXNfRomqz3o \n", + "valence 0.646 \n", "\n", - " 271 \\\n", - "_id 3u0cZhyEPYIe9qDKPEeS4g \n", - "acousticness 0.395 \n", - "album {'id': '3PbRKFafwE7Of8e4dTee72', 'type': 'albu... \n", - "album_id 3PbRKFafwE7Of8e4dTee72 \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/3u0c... \n", + " 462 \\\n", + "_id 6AX8HMe53fbGdNNAnC8LSz \n", + "acousticness 0.000231 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 2gCp8kyDcL93s4kVP4VMTC \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/6AX8... \n", "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", "artist_name The Rolling Stones \n", - "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art... \n", - "available_markets [GB] \n", - "danceability 0.262 \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "ctitle when the whip comes down \n", + "danceability 0.223 \n", "disc_number 1 \n", - "duration_ms 291253 \n", - "energy 0.835 \n", + "duration_ms 313213 \n", + "energy 0.991 \n", "explicit False \n", - "external_ids {'isrc': 'GBCBR1500395'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/3u... \n", - "href https://api.spotify.com/v1/tracks/3u0cZhyEPYIe... \n", - "id 3u0cZhyEPYIe9qDKPEeS4g \n", - "instrumentalness 3.15e-05 \n", - "key 0 \n", - "liveness 0.761 \n", - "loudness -6.423 \n", + "external_ids {'isrc': 'GBCBR1101702'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/6A... \n", + "href https://api.spotify.com/v1/tracks/6AX8HMe53fbG... \n", + "id 6AX8HMe53fbGdNNAnC8LSz \n", + "ignore NaN \n", + "instrumentalness 0.101 \n", + "key 2 \n", + "liveness 0.988 \n", + "loudness -5.136 \n", + "lyrical_density 0.743903 \n", + "lyrics yeah mama and papa told me i was crazy to stay... \n", "mode 1 \n", - "name Shine a Light - Live \n", - "popularity 17 \n", - "preview_url https://p.scdn.co/mp3-preview/feac308c8b6794c2... \n", - "speechiness 0.0687 \n", - "tempo 78.569 \n", + "name When The Whip Comes Down - Live \n", + "nnrc_sentiment {'anger': 0.9565217391304348, 'trust': 0.17391... \n", + "nrc_sentiment {'anger': 22, 'trust': 4, 'fear': 2, 'surprise... \n", + "original_lyrics \\n\\n[Verse 1]\\nYeah, mama and papa told me\\nI ... \n", + "popularity 19 \n", + "preview_url None \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.2602... \n", + "speechiness 0.11 \n", + "tempo 154.808 \n", "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/3u0cZhyEPYIe... \n", + "track_href https://api.spotify.com/v1/tracks/6AX8HMe53fbG... \n", "track_number 5 \n", "type audio_features \n", - "uri spotify:track:3u0cZhyEPYIe9qDKPEeS4g \n", - "valence 0.5 \n", + "uri spotify:track:6AX8HMe53fbGdNNAnC8LSz \n", + "valence 0.563 \n", "\n", - " 272 \\\n", - "_id 6gVXeA52q3FbLANm6gW0Ma \n", - "acousticness 0.147 \n", - "album {'id': '62ZT16LY1phGM0O8x5qW1z', 'type': 'albu... \n", - "album_id 62ZT16LY1phGM0O8x5qW1z \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/6gVX... \n", + " 463 \\\n", + "_id 16FlhqpxLT6WTfiLVEZ7Vv \n", + "acousticness 0.0248 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 2gCp8kyDcL93s4kVP4VMTC \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/16Fl... \n", "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", "artist_name The Rolling Stones \n", - "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "danceability 0.486 \n", + "ctitle beast of burden \n", + "danceability 0.579 \n", "disc_number 1 \n", - "duration_ms 144867 \n", - "energy 0.451 \n", + "duration_ms 388907 \n", + "energy 0.904 \n", "explicit False \n", - "external_ids {'isrc': 'GBUM70909519'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/6g... \n", - "href https://api.spotify.com/v1/tracks/6gVXeA52q3Fb... \n", - "id 6gVXeA52q3FbLANm6gW0Ma \n", - "instrumentalness 0.000541 \n", - "key 9 \n", - "liveness 0.295 \n", - "loudness -10.86 \n", + "external_ids {'isrc': 'GBCBR1101703'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/16... \n", + "href https://api.spotify.com/v1/tracks/16FlhqpxLT6W... \n", + "id 16FlhqpxLT6WTfiLVEZ7Vv \n", + "ignore NaN \n", + "instrumentalness 0.113 \n", + "key 4 \n", + "liveness 0.92 \n", + "loudness -6.108 \n", + "lyrical_density 0.779107 \n", + "lyrics i'll never be your beast of burden my back is ... \n", "mode 1 \n", - "name The Worst - 2009 Re-Mastered Digital Version \n", - "popularity 29 \n", - "preview_url https://p.scdn.co/mp3-preview/e2a9e826d6585979... \n", - "speechiness 0.033 \n", - "tempo 69.393 \n", + "name Beast Of Burden - Live \n", + "nnrc_sentiment {'anger': 0.4230769230769231, 'trust': 0.57692... \n", + "nrc_sentiment {'anger': 11, 'trust': 15, 'fear': 12, 'surpri... \n", + "original_lyrics \\n\\n[Intro]\\nI'll never be your beast of burde... \n", + "popularity 25 \n", + "preview_url None \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.2596... \n", + "speechiness 0.0406 \n", + "tempo 108.156 \n", "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/6gVXeA52q3Fb... \n", - "track_number 4 \n", + "track_href https://api.spotify.com/v1/tracks/16FlhqpxLT6W... \n", + "track_number 6 \n", "type audio_features \n", - "uri spotify:track:6gVXeA52q3FbLANm6gW0Ma \n", - "valence 0.245 \n", - "\n", - " 273 \\\n", - "_id 2rNBqTve7unpL01DuTyX3P \n", - "acousticness 0.474 \n", - "album {'id': '4g9Jfls8z2nbQxj5PiXkiy', 'type': 'albu... \n", - "album_id 4g9Jfls8z2nbQxj5PiXkiy \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/2rNB... \n", + "uri spotify:track:16FlhqpxLT6WTfiLVEZ7Vv \n", + "valence 0.644 \n", + "\n", + " 464 \\\n", + "_id 5UXwp4rKvtXtKJpe0iIctM \n", + "acousticness 0.00309 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 2gCp8kyDcL93s4kVP4VMTC \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/5UXw... \n", "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", "artist_name The Rolling Stones \n", - "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art... \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", - "danceability 0.416 \n", + "ctitle miss you \n", + "danceability 0.47 \n", "disc_number 1 \n", - "duration_ms 286680 \n", - "energy 0.672 \n", + "duration_ms 515560 \n", + "energy 0.946 \n", "explicit False \n", - "external_ids {'isrc': 'GBUM71604631'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/2r... \n", - "href https://api.spotify.com/v1/tracks/2rNBqTve7unp... \n", - "id 2rNBqTve7unpL01DuTyX3P \n", - "instrumentalness 0.463 \n", - "key 4 \n", - "liveness 0.263 \n", - "loudness -4.932 \n", + "external_ids {'isrc': 'GBCBR1101704'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/5U... \n", + "href https://api.spotify.com/v1/tracks/5UXwp4rKvtXt... \n", + "id 5UXwp4rKvtXtKJpe0iIctM \n", + "ignore NaN \n", + "instrumentalness 0.572 \n", + "key 9 \n", + "liveness 0.93 \n", + "loudness -5.641 \n", + "lyrical_density 0.568314 \n", + "lyrics i've been holding out so long i've been sleepi... \n", "mode 0 \n", - "name All Of Your Love \n", - "popularity 49 \n", - "preview_url https://p.scdn.co/mp3-preview/1d796622e5630f76... \n", - "speechiness 0.0329 \n", - "tempo 75.354 \n", + "name Miss You - Live \n", + "nnrc_sentiment {'anger': 0.16666666666666666, 'disgust': 0.75... \n", + "nrc_sentiment {'anger': 2, 'disgust': 9, 'fear': 3, 'surpris... \n", + "original_lyrics \\n\\n[Produced by The Glimmer Twins]\\n\\n[Verse ... \n", + "popularity 22 \n", + "preview_url None \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.2422... \n", + "speechiness 0.0399 \n", + "tempo 117.17 \n", "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/2rNBqTve7unp... \n", - "track_number 4 \n", + "track_href https://api.spotify.com/v1/tracks/5UXwp4rKvtXt... \n", + "track_number 7 \n", "type audio_features \n", - "uri spotify:track:2rNBqTve7unpL01DuTyX3P \n", - "valence 0.303 \n", - "\n", - " 274 \n", - "_id 3Ey71ndsJ2GDMgT0hVJlPs \n", - "acousticness 0.173 \n", - "album {'id': '4fhWcu56Bbh5wALuTouFVW', 'type': 'albu... \n", - "album_id 4fhWcu56Bbh5wALuTouFVW \n", - "analysis_url https://api.spotify.com/v1/audio-analysis/3Ey7... \n", + "uri spotify:track:5UXwp4rKvtXtKJpe0iIctM \n", + "valence 0.847 \n", + "\n", + " 465 \n", + "_id 1tiyUANzZamsPZlHhZBbOd \n", + "acousticness 0.0547 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 34d9ClCaKRoQ8pMeJ9Gfvt \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/1tiy... \n", "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", "artist_name The Rolling Stones \n", - "artists [{'id': '22bE4uQ6baNwSHPVcDxLCe', 'type': 'art... \n", - "available_markets [AD, AR, AT, AU, BE, BG, BO, CH, CL, CO, CR, C... \n", - "danceability 0.282 \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", + "ctitle you cant always get what you want \n", + "danceability 0.349 \n", "disc_number 1 \n", - "duration_ms 929458 \n", - "energy 0.898 \n", + "duration_ms 446907 \n", + "energy 0.677 \n", "explicit False \n", - "external_ids {'isrc': 'GBCBR1600265'} \n", - "external_urls {'spotify': 'https://open.spotify.com/track/3E... \n", - "href https://api.spotify.com/v1/tracks/3Ey71ndsJ2GD... \n", - "id 3Ey71ndsJ2GDMgT0hVJlPs \n", - "instrumentalness 0.122 \n", - "key 9 \n", - "liveness 0.914 \n", - "loudness -5.708 \n", + "external_ids {'isrc': 'GBCBR1600555'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/1t... \n", + "href https://api.spotify.com/v1/tracks/1tiyUANzZams... \n", + "id 1tiyUANzZamsPZlHhZBbOd \n", + "ignore NaN \n", + "instrumentalness 2.2e-05 \n", + "key 0 \n", + "liveness 0.409 \n", + "loudness -5.968 \n", + "lyrical_density 0.912942 \n", + "lyrics i saw her today at the reception a glass of wi... \n", "mode 1 \n", - "name Midnight Rambler - Live \n", - "popularity 34 \n", - "preview_url https://p.scdn.co/mp3-preview/20b0c963ec9199d1... \n", - "speechiness 0.074 \n", - "tempo 129.742 \n", + "name You Can’t Always Get What You Want - Live \n", + "nnrc_sentiment {'anger': 0.4, 'trust': 0.5, 'sadness': 0.4, '... \n", + "nrc_sentiment {'anger': 4, 'trust': 5, 'fear': 3, 'surprise'... \n", + "original_lyrics \\n\\n[Intro: London Bach Choir]\\nI saw her toda... \n", + "popularity 36 \n", + "preview_url None \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.3829... \n", + "speechiness 0.0311 \n", + "tempo 144.952 \n", "time_signature 4 \n", - "track_href https://api.spotify.com/v1/tracks/3Ey71ndsJ2GD... \n", - "track_number 11 \n", + "track_href https://api.spotify.com/v1/tracks/1tiyUANzZams... \n", + "track_number 10 \n", "type audio_features \n", - "uri spotify:track:3Ey71ndsJ2GDMgT0hVJlPs \n", - "valence 0.363 \n", + "uri spotify:track:1tiyUANzZamsPZlHhZBbOd \n", + "valence 0.16 \n", "\n", - "[34 rows x 275 columns]" + "[42 rows x 466 columns]" ] }, - "execution_count": 33, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -6189,321 +6518,30 @@ "stones_tracks.T" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "How happy are the Beatles and Stones tracks?" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "beatles_tracks['valence'].hist()" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nuplZh7ipm5l1yP8DII0KXpiILLYAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "stones_tracks['valence'].hist()" - ] - }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 20, "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "275" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tracks.find({'artist_id': stones_id, 'valence': {'$exists': True}}).count()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Lyrics search\n", - "Now to find the lyrics for each track. \n", - "\n", - "We start by searching for the Genius ID for the artists.\n", - "\n", - "Note that Genius doesn't like Python-generated requests to its API, so we set the header to pretend to be a command-line `curl` request.\n", - "\n", - "* [Top](#top)" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "def genius_artist_search(artist_name, per_page=20):\n", - " query = urllib.parse.urlencode({'q': artist_name,\n", - " 'per_page': str(per_page)\n", - " })\n", - " headers = {'Accept': 'application/json',\n", - " 'Authorization': 'Bearer ' + config['genius']['token'],\n", - " 'User-Agent': 'curl/7.9.8 (i686-pc-linux-gnu) libcurl 7.9.8 (OpenSSL 0.9.6b) (ipv6 enabled)'}\n", - " request = urllib.request.Request('https://api.genius.com/search?{}'.format(query), \n", - " headers=headers,\n", - " method='GET')\n", - " with urllib.request.urlopen(request) as f:\n", - " response = json.loads(f.read().decode('utf-8'))\n", - " return response" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "586" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "response = genius_artist_search('the beatles')\n", - "beatles_genius_id = [hit['result']['primary_artist']['id'] for hit in response['response']['hits']][0]\n", - "beatles_genius_id" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "774" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "response = genius_artist_search('rolling stones')\n", - "stones_genius_id = [hit['result']['primary_artist']['id'] for hit in response['response']['hits']][0]\n", - "stones_genius_id" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can now get the song information for each track for each artist. Note that Genius keeps lots of things to do with artists, including sleeve notes and the like. We're just after the lyrics." - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "def genius_song_search(artist_id):\n", - " songs = pd.DataFrame()\n", - " page = 1\n", - " while page:\n", - " query = urllib.parse.urlencode({'page': page, 'per_page': 20})\n", - " headers = {'Accept': 'application/json',\n", - " 'Authorization': 'Bearer ' + config['genius']['token'],\n", - " 'User-Agent': 'curl/7.9.8 (i686-pc-linux-gnu) libcurl 7.9.8 (OpenSSL 0.9.6b) (ipv6 enabled)'}\n", - " request = urllib.request.Request('https://api.genius.com/artists/{id}/songs?{query}'.format(id=artist_id,\n", - " query=query), \n", - " headers=headers,\n", - " method='GET')\n", - " with urllib.request.urlopen(request) as f:\n", - " response = json.loads(f.read().decode('utf-8'))\n", - " page = response['response']['next_page']\n", - " for song in response['response']['songs']:\n", - " if song['path'].endswith('lyrics'):\n", - " song['_id'] = song['id']\n", - " genius_tracks.replace_one({'_id': song['id']}, song, upsert=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "1071" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "genius_song_search(beatles_genius_id)\n", - "genius_tracks.find().count()" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "1071" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "genius_song_search(stones_genius_id)\n", - "genius_tracks.find().count()" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "{'_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", - " 'image_url': 'https://images.genius.com/ad1f59e8a03be4eb521e88015d15d6e8.200x200x1.jpg',\n", - " 'is_meme_verified': False,\n", - " 'is_verified': False,\n", - " 'name': 'The Beatles',\n", - " 'url': 'https://genius.com/artists/The-beatles'},\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': 'All Together on the Wireless Machine',\n", - " 'url': 'https://genius.com/The-beatles-all-together-on-the-wireless-machine-lyrics'}" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "genius_tracks.find_one()" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": { - "collapsed": false, - "scrolled": false + "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", @@ -6519,93 +6557,477 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -6629,103 +7051,103 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -6737,6 +7159,19 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -6747,33 +7182,68 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -6785,6 +7255,19 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -6795,68 +7278,93 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", " \n", " \n", " \n", - " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -6865,3392 +7373,8373 @@ " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
89...1061106210631064106510661067106810691070136137138139140141142143144145
_id1497768210315123533123537117722210284133639410791513085791238086Unw1AAcpS1ZgZoRlj2jxA5hfzW7LG97Hxv62HHUKgaj64lecUR19lBSu317AzVZv31CxhtUbe1o2PeMM3l5Kch62H7Y8wYixrSlKJoaZ1N2yl3zkFTfcboFcOdno0CHCmTc7KKglMFf5KV0PIDSAOqfnH4raxzmnFq93jfKC8c3xcIv1gaAIZ4vGQ6QvDUgN2Xyus7krim8C3DpTu1ShdoZezix...310483313269313043238934512459843119073102933102891060693105432zYmvi3w2T8a9Ckrv21bvW3ovbSnT5NNhl1gzMcw1NRZ4NUc1M0CS7b6zvWoyvibju4nklmaiY4gfQI3SB1sLGsd11qDTSr3Dj4TkPnBcIOqEJ4D6ZExVvYLZxhcAvifX5px48IEDejXX5LH8TAC3VIGpc2B5P22cfUadACK7jLQegU66qttbImnJ5wuA8AtDKEy180eECFDnWy0RdjMmJ8NOeAL
annotation_count1154611611acousticness0.008220.05890.08250.1020.0008010.09550.01470.4430.3130.464...1114114116150.0008490.7040.0001011.93e-050.002810.0008490.009680.0001350.0004650.00101
api_path/songs/1497768/songs/210315/songs/123533/songs/123537/songs/117722/songs/210284/songs/1336394/songs/107915/songs/1308579/songs/123808album{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp....../songs/310483/songs/313269/songs/313043/songs/2389345/songs/1245984/songs/311907/songs/310293/songs/310289/songs/106069/songs/310543{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...{'external_urls': {'spotify': 'https://open.sp...
album_id47xaqCsJcYFWqD1gwujl1T47xaqCsJcYFWqD1gwujl1T47xaqCsJcYFWqD1gwujl1T47xaqCsJcYFWqD1gwujl1T47xaqCsJcYFWqD1gwujl1T47xaqCsJcYFWqD1gwujl1T47xaqCsJcYFWqD1gwujl1T47xaqCsJcYFWqD1gwujl1T47xaqCsJcYFWqD1gwujl1T47xaqCsJcYFWqD1gwujl1T...6400dnyeDyD2mIFHfkwHXN6400dnyeDyD2mIFHfkwHXN6400dnyeDyD2mIFHfkwHXN6400dnyeDyD2mIFHfkwHXN6400dnyeDyD2mIFHfkwHXN6400dnyeDyD2mIFHfkwHXN6400dnyeDyD2mIFHfkwHXN6400dnyeDyD2mIFHfkwHXN6400dnyeDyD2mIFHfkwHXN1DBkJIEoeHrTX4WCBQGcCi
analysis_urlhttps://api.spotify.com/v1/audio-analysis/6Unw...https://api.spotify.com/v1/audio-analysis/5hfz...https://api.spotify.com/v1/audio-analysis/64le...https://api.spotify.com/v1/audio-analysis/1Cxh...https://api.spotify.com/v1/audio-analysis/2H7Y...https://api.spotify.com/v1/audio-analysis/3zkF...https://api.spotify.com/v1/audio-analysis/7KKg...https://api.spotify.com/v1/audio-analysis/4rax...https://api.spotify.com/v1/audio-analysis/1gaA...https://api.spotify.com/v1/audio-analysis/7kri......https://api.spotify.com/v1/audio-analysis/2zYm...https://api.spotify.com/v1/audio-analysis/3ovb...https://api.spotify.com/v1/audio-analysis/4NUc...https://api.spotify.com/v1/audio-analysis/4nkl...https://api.spotify.com/v1/audio-analysis/11qD...https://api.spotify.com/v1/audio-analysis/4D6Z...https://api.spotify.com/v1/audio-analysis/48IE...https://api.spotify.com/v1/audio-analysis/2B5P...https://api.spotify.com/v1/audio-analysis/6qtt...https://api.spotify.com/v1/audio-analysis/0eEC...
artist_id4Z8W4fKeB5YxbusRsdQVPb4Z8W4fKeB5YxbusRsdQVPb4Z8W4fKeB5YxbusRsdQVPb4Z8W4fKeB5YxbusRsdQVPb4Z8W4fKeB5YxbusRsdQVPb4Z8W4fKeB5YxbusRsdQVPb4Z8W4fKeB5YxbusRsdQVPb4Z8W4fKeB5YxbusRsdQVPb4Z8W4fKeB5YxbusRsdQVPb4Z8W4fKeB5YxbusRsdQVPb...4Z8W4fKeB5YxbusRsdQVPb4Z8W4fKeB5YxbusRsdQVPb4Z8W4fKeB5YxbusRsdQVPb4Z8W4fKeB5YxbusRsdQVPb4Z8W4fKeB5YxbusRsdQVPb4Z8W4fKeB5YxbusRsdQVPb4Z8W4fKeB5YxbusRsdQVPb4Z8W4fKeB5YxbusRsdQVPb4Z8W4fKeB5YxbusRsdQVPb4Z8W4fKeB5YxbusRsdQVPb
artist_nameRadioheadRadioheadRadioheadRadioheadRadioheadRadioheadRadioheadRadioheadRadioheadRadiohead...RadioheadRadioheadRadioheadRadioheadRadioheadRadioheadRadioheadRadioheadRadioheadRadiohead
artists[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s......[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...[{'external_urls': {'spotify': 'https://open.s...
available_markets[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C......[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...[AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C...
ctitlelittle by little caribou rmxlotus flower jacques greene rmxmorning mr magpie nathan fake rmxbloom harmonic 313 rmxbloom mark pritchard rmxferal lone rmxmorning mr magpie pearson sound scavenger rmxseparator four tet rmxgive up the ghost thriller houseghost remixcodex illum sphere...stop whisperingthinking about youanyone can play guitarripcordvegetableprove yourselfi cantlurgeeblow outferal
danceability0.80.6290.6610.4430.4140.7610.4810.4610.5960.441...0.2120.3640.2940.2560.3840.250.2840.420.2840.49
disc_number1111111111...1111111111
duration_ms340160429947291987304333367280317507278893423000373760274373...325627161533217800189733192667145373253093187867282067192743
energy0.5860.5920.7070.6650.7120.8770.3360.4550.8940.575...0.6960.370.8130.9060.7170.620.8250.5480.7190.777
explicitFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
external_ids{'isrc': 'GBU4B1100013'}{'isrc': 'GBU4B1100014'}{'isrc': 'GBU4B1100015'}{'isrc': 'GBU4B1100016'}{'isrc': 'GBU4B1100017'}{'isrc': 'GBU4B1100018'}{'isrc': 'GBU4B1100020'}{'isrc': 'GBU4B1100019'}{'isrc': 'GBU4B1100031'}{'isrc': 'GBU4B1100032'}...{'isrc': 'GBAYE9300106'}{'isrc': 'GBAYE9200114'}{'isrc': 'GBAYE9300107'}{'isrc': 'GBAYE9300108'}{'isrc': 'GBAYE9300109'}{'isrc': 'GBAYE9200115'}{'isrc': 'GBAYE9300110'}{'isrc': 'GBAYE9200116'}{'isrc': 'GBAYE9300111'}{'isrc': 'GBU4B1100006'}
external_urls{'spotify': 'https://open.spotify.com/track/6U...{'spotify': 'https://open.spotify.com/track/5h...{'spotify': 'https://open.spotify.com/track/64...{'spotify': 'https://open.spotify.com/track/1C...{'spotify': 'https://open.spotify.com/track/2H...{'spotify': 'https://open.spotify.com/track/3z...{'spotify': 'https://open.spotify.com/track/7K...{'spotify': 'https://open.spotify.com/track/4r...{'spotify': 'https://open.spotify.com/track/1g...{'spotify': 'https://open.spotify.com/track/7k......{'spotify': 'https://open.spotify.com/track/2z...{'spotify': 'https://open.spotify.com/track/3o...{'spotify': 'https://open.spotify.com/track/4N...{'spotify': 'https://open.spotify.com/track/4n...{'spotify': 'https://open.spotify.com/track/11...{'spotify': 'https://open.spotify.com/track/4D...{'spotify': 'https://open.spotify.com/track/48...{'spotify': 'https://open.spotify.com/track/2B...{'spotify': 'https://open.spotify.com/track/6q...{'spotify': 'https://open.spotify.com/track/0e...
hrefhttps://api.spotify.com/v1/tracks/6Unw1AAcpS1Z...https://api.spotify.com/v1/tracks/5hfzW7LG97Hx...https://api.spotify.com/v1/tracks/64lecUR19lBS...https://api.spotify.com/v1/tracks/1CxhtUbe1o2P...https://api.spotify.com/v1/tracks/2H7Y8wYixrSl...https://api.spotify.com/v1/tracks/3zkFTfcboFcO...https://api.spotify.com/v1/tracks/7KKglMFf5KV0...https://api.spotify.com/v1/tracks/4raxzmnFq93j...https://api.spotify.com/v1/tracks/1gaAIZ4vGQ6Q...https://api.spotify.com/v1/tracks/7krim8C3DpTu......https://api.spotify.com/v1/tracks/2zYmvi3w2T8a...https://api.spotify.com/v1/tracks/3ovbSnT5NNhl...https://api.spotify.com/v1/tracks/4NUc1M0CS7b6...https://api.spotify.com/v1/tracks/4nklmaiY4gfQ...https://api.spotify.com/v1/tracks/11qDTSr3Dj4T...https://api.spotify.com/v1/tracks/4D6ZExVvYLZx...https://api.spotify.com/v1/tracks/48IEDejXX5LH...https://api.spotify.com/v1/tracks/2B5P22cfUadA...https://api.spotify.com/v1/tracks/6qttbImnJ5wu...https://api.spotify.com/v1/tracks/0eECFDnWy0Rd...
id6Unw1AAcpS1ZgZoRlj2jxA5hfzW7LG97Hxv62HHUKgaj64lecUR19lBSu317AzVZv31CxhtUbe1o2PeMM3l5Kch62H7Y8wYixrSlKJoaZ1N2yl3zkFTfcboFcOdno0CHCmTc7KKglMFf5KV0PIDSAOqfnH4raxzmnFq93jfKC8c3xcIv1gaAIZ4vGQ6QvDUgN2Xyus7krim8C3DpTu1ShdoZezix...2zYmvi3w2T8a9Ckrv21bvW3ovbSnT5NNhl1gzMcw1NRZ4NUc1M0CS7b6zvWoyvibju4nklmaiY4gfQI3SB1sLGsd11qDTSr3Dj4TkPnBcIOqEJ4D6ZExVvYLZxhcAvifX5px48IEDejXX5LH8TAC3VIGpc2B5P22cfUadACK7jLQegU66qttbImnJ5wuA8AtDKEy180eECFDnWy0RdjMmJ8NOeAL
ignoreNaNNaNNaNNaN
full_titleAll Together on the Wireless Machine by The Be...A Little Rhyme by The Beatles (Ft. John & Rodn...And I Love Her by The BeatlesAny Time at All by The BeatlesA Taste of Honey by The BeatlesBeatle Greetings by The Beatles (Ft. George Ha...Can You Take Me Back by The BeatlesCarry That Weight by The BeatlesDown in Eastern Australia by The BeatlesEverybody's Trying to Be My Baby by The Beatlesinstrumentalness0.7730.9380.07720.9370.9360.000180.8340.6410.8490.00509...You Can't Catch Me by The Rolling StonesYou Don't Have To Mean It by The Rolling StonesYou Got Me Rocking by The Rolling StonesYou Got the Silver by The Rolling Stones (Ft. ...Don't Look Back by The Rolling StonesEach and every day of the year by The Rolling ...I'm A King Bee by The Rolling StonesLittle By Little by The Rolling StonesBrown Sugar by The Rolling StonesCitadel by The Rolling Stones0.01657.71e-060.0007560.3660.5690.08480.30.3990.3820.898
header_image_thumbnail_urlhttps://images.genius.com/ad1f59e8a03be4eb521e...https://s3.amazonaws.com/rapgenius/110537_cda_...https://images.genius.com/68c11c7f5b6b66194d77...https://images.genius.com/68c11c7f5b6b66194d77...https://s3.amazonaws.com/rapgenius/1360709432_...https://s3.amazonaws.com/rapgenius/110537_cda_...https://images.genius.com/ad1f59e8a03be4eb521e...https://images.genius.com/560d707ac51a528c952d...https://images.genius.com/ad1f59e8a03be4eb521e...https://images.genius.com/4268a08d2b36372eb6e8...key22090701042...https://images.genius.com/9c0263f14c39b6df59e5...https://images.genius.com/eb7fd9257058b77179cb...https://images.genius.com/a8ed1f93846da84943a7...https://images.rapgenius.com/ac969979ccb91a0d2...https://images.genius.com/23bbf05f7ee8286a8905...https://images.genius.com/6c322c96140487d56076...https://images.genius.com/076d49bcc219432b68b4...https://images.genius.com/076d49bcc219432b68b4...https://images.genius.com/5b7d4f11893ff2fdeba7...https://images.genius.com/31323212a74c2a8d99eb...27426070117
header_image_urlhttps://images.genius.com/ad1f59e8a03be4eb521e...https://s3.amazonaws.com/rapgenius/110537_cda_...https://images.genius.com/68c11c7f5b6b66194d77...https://images.genius.com/68c11c7f5b6b66194d77...https://s3.amazonaws.com/rapgenius/1360709432_...https://s3.amazonaws.com/rapgenius/110537_cda_...https://images.genius.com/ad1f59e8a03be4eb521e...https://images.genius.com/560d707ac51a528c952d...https://images.genius.com/ad1f59e8a03be4eb521e...https://images.genius.com/4268a08d2b36372eb6e8...liveness0.08460.09510.1170.1110.1190.6110.2320.08120.1150.387...https://images.genius.com/9c0263f14c39b6df59e5...https://images.genius.com/eb7fd9257058b77179cb...https://images.genius.com/a8ed1f93846da84943a7...https://images.rapgenius.com/ac969979ccb91a0d2...https://images.genius.com/23bbf05f7ee8286a8905...https://images.genius.com/6c322c96140487d56076...https://images.genius.com/076d49bcc219432b68b4...https://images.genius.com/076d49bcc219432b68b4...https://images.genius.com/5b7d4f11893ff2fdeba7...https://images.genius.com/31323212a74c2a8d99eb...0.1290.08830.3330.3220.1870.1750.1180.1110.240.0896
id149776821031512353312353711772221028413363941079151308579123808loudness-9.633-8.405-7.023-13.055-7.97-7.806-12.43-12.403-9.477-10.58...31048331326931304323893451245984311907310293310289106069310543-10.059-14.134-10.772-10.436-8.868-10.915-10.256-12.298-10.739-11.521
lyricslyrical_densityNaNNaNNaNNaNNaN...0.3961591.151470.6887050.4796210.7110710.7497950.565010.3992190.3403450.0933886
lyricsNaNNaNNaNNaNNaNNaN...and the wise man said i don't want to hear you...been thinking about you your records are here ...destiny destiny protect me from the world dest...soul destroyed with clever toys for little boy...i never wanted anything but this i worked hard...i can't afford to breathe in this time nowhere...please forget the words that i just blurted ou...i feel better i feel better now you've gone i ...in my mind and nailed into my heels all the ti...you are not mine and i am not yours and that's...
lyrics_owner_id15493452509624687146871707992509621549345116340154934522533mode1010111000...35438335460835438212175571549345354385354383354383163546081101111101
original_lyricsnameLittle By Little (Caribou Rmx)Lotus Flower (Jacques Greene Rmx)Morning Mr Magpie (Nathan Fake Rmx)Bloom (Harmonic 313 Rmx)Bloom (Mark Pritchard Rmx)Feral (Lone RMX)Morning Mr Magpie (Pearson Sound Scavenger RMX)Separator (Four Tet RMX)Give Up The Ghost (Thriller Houseghost Remix)Codex (Illum Sphere)...Stop WhisperingThinking About YouAnyone Can Play GuitarRipcordVegetableProve YourselfI Can'tLurgeeBlow OutFeral
nnrc_sentimentNaNNaNNaNNaNNaN...{'anger': 0.5, 'trust': 0.375, 'sadness': 0.25...{'joy': 0.5714285714285714, 'trust': 0.1428571...{'anger': 0.5714285714285714, 'negative': 0.57...{'negative': 0.6666666666666666, 'anger': 1.0,...{'anger': 0.5, 'trust': 0.125, 'sadness': 0.25...{'anger': 0.0625, 'sadness': 0.0625, 'surprise...{'anger': 0.4, 'fear': 0.2, 'negative': 1.0, '...{'negative': 1.0}{'negative': 1.0, 'anger': 0.625, 'sadness': 0...{}
nrc_sentimentNaNNaNNaNNaNNaNNaN
path/The-beatles-all-together-on-the-wireless-mach.../The-beatles-a-little-rhyme-lyrics/The-beatles-and-i-love-her-lyrics/The-beatles-any-time-at-all-lyrics/The-beatles-a-taste-of-honey-lyrics/The-beatles-beatle-greetings-lyrics/The-beatles-can-you-take-me-back-lyrics/The-beatles-carry-that-weight-lyrics/The-beatles-down-in-eastern-australia-lyrics/The-beatles-everybodys-trying-to-be-my-baby-l....../The-rolling-stones-you-cant-catch-me-lyrics/The-rolling-stones-you-dont-have-to-mean-it-l.../The-rolling-stones-you-got-me-rocking-lyrics/The-rolling-stones-you-got-the-silver-lyrics/The-rolling-stones-dont-look-back-lyrics/The-rolling-stones-each-and-every-day-of-the-.../The-rolling-stones-im-a-king-bee-lyrics/The-rolling-stones-little-by-little-lyrics/The-rolling-stones-brown-sugar-lyrics/The-rolling-stones-citadel-lyrics
primary_artist{'id': 586, 'image_url': 'https://images.geniu...{'id': 586, 'image_url': 'https://images.geniu...{'id': 586, 'image_url': 'https://images.geniu...{'id': 586, 'image_url': 'https://images.geniu...{'id': 586, 'image_url': 'https://images.geniu...{'id': 586, 'image_url': 'https://images.geniu...{'id': 586, 'image_url': 'https://images.geniu...{'id': 586, 'image_url': 'https://images.geniu...{'id': 586, 'image_url': 'https://images.geniu...{'id': 586, 'image_url': 'https://images.geniu......{'id': 774, 'image_url': 'https://images.geniu...{'id': 774, 'image_url': 'https://images.geniu...{'id': 774, 'image_url': 'https://images.geniu...{'id': 774, 'image_url': 'https://images.geniu...{'id': 774, 'image_url': 'https://images.geniu...{'id': 774, 'image_url': 'https://images.geniu...{'id': 774, 'image_url': 'https://images.geniu...{'id': 774, 'image_url': 'https://images.geniu...{'id': 774, 'image_url': 'https://images.geniu...{'id': 774, 'image_url': 'https://images.geniu...{'anger': 4, 'trust': 3, 'fear': 1, 'surprise'...{'joy': 4, 'trust': 1, 'positive': 7, 'surpris...{'anger': 4, 'negative': 4, 'joy': 5, 'trust':...{'negative': 2, 'anger': 3, 'positive': 1, 'sa...{'anger': 4, 'trust': 1, 'fear': 3, 'negative'...{'anger': 1, 'fear': 2, 'surprise': 1, 'negati...{'anger': 2, 'fear': 1, 'negative': 5, 'trust'...{'negative': 1}{'negative': 8, 'anger': 5, 'sadness': 3, 'fea...{}
pyongs_countoriginal_lyricsNaNNaNNaN152NaNNaNNaN1NaNNaNNaNNaN...\\n\\n[Verse 1]\\nAnd the wise man said I don't w...\\n\\n[Verse 1]\\nBeen thinking about you\\nYour r...\\n\\n[Verse 1]\\nDestiny, destiny protect me fro...\\n\\n[Verse 1]\\nSoul destroyed with clever toys...\\n\\n[Verse 1]\\nI never wanted anything but thi...\\n\\n[Verse 1]\\nI can't afford to breathe in th...\\n\\n[Verse 1]\\nPlease forget the words that I ...\\n\\n[Verse 1]\\nI feel better\\nI feel better no...\\n\\n[Verse 1]\\nIn my mind\\nAnd nailed into my ...\\n\\n[Verse]\\nYou are not mine\\nAnd I am not yo...
popularity43433736363534363433...44484542424241414445
preview_urlhttps://p.scdn.co/mp3-preview/0e4982f830936c3c...https://p.scdn.co/mp3-preview/fb82884344aaffd3...https://p.scdn.co/mp3-preview/e8aa276e76b8e753...https://p.scdn.co/mp3-preview/686816b702063d96...https://p.scdn.co/mp3-preview/7e51561e95c5a3aa...https://p.scdn.co/mp3-preview/3d4ad1a19809193c...https://p.scdn.co/mp3-preview/c62871a98cd382a0...https://p.scdn.co/mp3-preview/d7e13aaa8cf0f949...https://p.scdn.co/mp3-preview/19cf8afa026a7449...https://p.scdn.co/mp3-preview/03dc62ba2d343861......https://p.scdn.co/mp3-preview/397951413134fe02...https://p.scdn.co/mp3-preview/ec90a4cef1ff0cbf...https://p.scdn.co/mp3-preview/76e430500d399da2...https://p.scdn.co/mp3-preview/a519caf188516bc5...https://p.scdn.co/mp3-preview/22dd1bf01746cb6d...https://p.scdn.co/mp3-preview/6d62fc6cd2849212...https://p.scdn.co/mp3-preview/516d9e9499a86318...https://p.scdn.co/mp3-preview/ae0de4e9b90a15a7...https://p.scdn.co/mp3-preview/69a5564e6733d6d2...https://p.scdn.co/mp3-preview/9dc0af2fa010c41d...
sentimentNaNNaNNaNNaNNaNNaNNaN7NaN
song_art_image_thumbnail_urlhttps://images.genius.com/ad1f59e8a03be4eb521e...https://s3.amazonaws.com/rapgenius/110537_cda_...https://images.genius.com/68c11c7f5b6b66194d77...https://images.genius.com/68c11c7f5b6b66194d77...https://s3.amazonaws.com/rapgenius/1360709432_...https://s3.amazonaws.com/rapgenius/110537_cda_...https://images.genius.com/ad1f59e8a03be4eb521e...https://images.genius.com/560d707ac51a528c952d...https://images.genius.com/ad1f59e8a03be4eb521e...https://images.genius.com/4268a08d2b36372eb6e8......https://images.genius.com/9c0263f14c39b6df59e5...https://images.genius.com/eb7fd9257058b77179cb...https://images.genius.com/a8ed1f93846da84943a7...https://images.rapgenius.com/ac969979ccb91a0d2...https://images.genius.com/23bbf05f7ee8286a8905...https://images.genius.com/6c322c96140487d56076...https://images.genius.com/076d49bcc219432b68b4...https://images.genius.com/076d49bcc219432b68b4...https://images.genius.com/5b7d4f11893ff2fdeba7...https://images.genius.com/31323212a74c2a8d99eb...{'label': 'neg', 'probability': {'pos': 0.1440...{'label': 'neg', 'probability': {'pos': 0.2083...{'label': 'neg', 'probability': {'pos': 0.3734...{'label': 'neg', 'probability': {'pos': 0.3408...{'label': 'neg', 'probability': {'pos': 0.1167...{'label': 'neg', 'probability': {'pos': 0.1849...{'label': 'neg', 'probability': {'pos': 0.1502...{'label': 'neg', 'probability': {'pos': 0.2629...{'label': 'neg', 'probability': {'pos': 0.3796...{'label': 'pos', 'probability': {'pos': 0.5347...
stats{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False, 'p...{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False, 'p...{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}speechiness0.06010.03270.2320.05360.03250.1740.06740.07160.1020.0332...{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False, 'p...{'unreviewed_annotations': 14, 'hot': False}0.04720.03310.05470.05480.03390.06110.05950.02680.05060.0974
titleAll Together on the Wireless MachineA Little RhymeAnd I Love HerAny Time at AllA Taste of HoneyBeatle GreetingsCan You Take Me BackCarry That WeightDown in Eastern AustraliaEverybody's Trying to Be My Babytempo115.62127.982139.976150.02375.007134.938132.035113.752119.96872.52...You Can't Catch MeYou Don't Have To Mean ItYou Got Me RockingYou Got the SilverDon't Look BackEach and every day of the yearI'm A King BeeLittle By LittleBrown SugarCitadel122.37103.44150.845137.949105.852114.098106.108101.9141.539135.991
urlhttps://genius.com/The-beatles-all-together-on...https://genius.com/The-beatles-a-little-rhyme-...https://genius.com/The-beatles-and-i-love-her-...https://genius.com/The-beatles-any-time-at-all...https://genius.com/The-beatles-a-taste-of-hone...https://genius.com/The-beatles-beatle-greeting...https://genius.com/The-beatles-can-you-take-me...https://genius.com/The-beatles-carry-that-weig...https://genius.com/The-beatles-down-in-eastern...https://genius.com/The-beatles-everybodys-tryi...time_signature4444443441...https://genius.com/The-rolling-stones-you-cant...https://genius.com/The-rolling-stones-you-dont...https://genius.com/The-rolling-stones-you-got-...https://genius.com/The-rolling-stones-you-got-...https://genius.com/The-rolling-stones-dont-loo...https://genius.com/The-rolling-stones-each-and...https://genius.com/The-rolling-stones-im-a-kin...https://genius.com/The-rolling-stones-little-b...https://genius.com/The-rolling-stones-brown-su...https://genius.com/The-rolling-stones-citadel-...4444444444
track_hrefhttps://api.spotify.com/v1/tracks/6Unw1AAcpS1Z...https://api.spotify.com/v1/tracks/5hfzW7LG97Hx...https://api.spotify.com/v1/tracks/64lecUR19lBS...https://api.spotify.com/v1/tracks/1CxhtUbe1o2P...https://api.spotify.com/v1/tracks/2H7Y8wYixrSl...https://api.spotify.com/v1/tracks/3zkFTfcboFcO...https://api.spotify.com/v1/tracks/7KKglMFf5KV0...https://api.spotify.com/v1/tracks/4raxzmnFq93j...https://api.spotify.com/v1/tracks/1gaAIZ4vGQ6Q...https://api.spotify.com/v1/tracks/7krim8C3DpTu......https://api.spotify.com/v1/tracks/2zYmvi3w2T8a...https://api.spotify.com/v1/tracks/3ovbSnT5NNhl...https://api.spotify.com/v1/tracks/4NUc1M0CS7b6...https://api.spotify.com/v1/tracks/4nklmaiY4gfQ...https://api.spotify.com/v1/tracks/11qDTSr3Dj4T...https://api.spotify.com/v1/tracks/4D6ZExVvYLZx...https://api.spotify.com/v1/tracks/48IEDejXX5LH...https://api.spotify.com/v1/tracks/2B5P22cfUadA...https://api.spotify.com/v1/tracks/6qttbImnJ5wu...https://api.spotify.com/v1/tracks/0eECFDnWy0Rd...
track_number12345678910...4567891011124
typeaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_features...audio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_features
urispotify:track:6Unw1AAcpS1ZgZoRlj2jxAspotify:track:5hfzW7LG97Hxv62HHUKgajspotify:track:64lecUR19lBSu317AzVZv3spotify:track:1CxhtUbe1o2PeMM3l5Kch6spotify:track:2H7Y8wYixrSlKJoaZ1N2ylspotify:track:3zkFTfcboFcOdno0CHCmTcspotify:track:7KKglMFf5KV0PIDSAOqfnHspotify:track:4raxzmnFq93jfKC8c3xcIvspotify:track:1gaAIZ4vGQ6QvDUgN2Xyusspotify:track:7krim8C3DpTu1ShdoZezix...spotify:track:2zYmvi3w2T8a9Ckrv21bvWspotify:track:3ovbSnT5NNhl1gzMcw1NRZspotify:track:4NUc1M0CS7b6zvWoyvibjuspotify:track:4nklmaiY4gfQI3SB1sLGsdspotify:track:11qDTSr3Dj4TkPnBcIOqEJspotify:track:4D6ZExVvYLZxhcAvifX5pxspotify:track:48IEDejXX5LH8TAC3VIGpcspotify:track:2B5P22cfUadACK7jLQegU6spotify:track:6qttbImnJ5wuA8AtDKEy18spotify:track:0eECFDnWy0RdjMmJ8NOeAL
valence0.1260.1690.8460.1850.2860.2220.09010.3750.1430.0678...0.2980.4210.5540.2540.420.3190.2760.4080.2890.729
\n", - "

18 rows × 1071 columns

\n", + "

42 rows × 146 columns

\n", "
" ], "text/plain": [ - " 0 \\\n", - "_id 1497768 \n", - "annotation_count 1 \n", - "api_path /songs/1497768 \n", - "ctitle NaN \n", - "full_title All Together on the Wireless Machine by The Be... \n", - "header_image_thumbnail_url https://images.genius.com/ad1f59e8a03be4eb521e... \n", - "header_image_url https://images.genius.com/ad1f59e8a03be4eb521e... \n", - "id 1497768 \n", - "lyrics NaN \n", - "lyrics_owner_id 1549345 \n", - "original_lyrics NaN \n", - "path /The-beatles-all-together-on-the-wireless-mach... \n", - "primary_artist {'id': 586, 'image_url': 'https://images.geniu... \n", - "pyongs_count NaN \n", - "song_art_image_thumbnail_url https://images.genius.com/ad1f59e8a03be4eb521e... \n", - "stats {'unreviewed_annotations': 0, 'hot': False} \n", - "title All Together on the Wireless Machine \n", - "url https://genius.com/The-beatles-all-together-on... \n", - "\n", - " 1 \\\n", - "_id 210315 \n", - "annotation_count 1 \n", - "api_path /songs/210315 \n", - "ctitle NaN \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 NaN \n", - "lyrics_owner_id 250962 \n", - "original_lyrics NaN \n", - "path /The-beatles-a-little-rhyme-lyrics \n", - "primary_artist {'id': 586, 'image_url': 'https://images.geniu... \n", - "pyongs_count NaN \n", - "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/110537_cda_... \n", - "stats {'unreviewed_annotations': 0, 'hot': False} \n", - "title A Little Rhyme \n", - "url https://genius.com/The-beatles-a-little-rhyme-... \n", + " 0 \\\n", + "_id 6Unw1AAcpS1ZgZoRlj2jxA \n", + "acousticness 0.00822 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 47xaqCsJcYFWqD1gwujl1T \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/6Unw... \n", + "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", + "artist_name Radiohead \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "ctitle little by little caribou rmx \n", + "danceability 0.8 \n", + "disc_number 1 \n", + "duration_ms 340160 \n", + "energy 0.586 \n", + "explicit False \n", + "external_ids {'isrc': 'GBU4B1100013'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/6U... \n", + "href https://api.spotify.com/v1/tracks/6Unw1AAcpS1Z... \n", + "id 6Unw1AAcpS1ZgZoRlj2jxA \n", + "ignore NaN \n", + "instrumentalness 0.773 \n", + "key 2 \n", + "liveness 0.0846 \n", + "loudness -9.633 \n", + "lyrical_density NaN \n", + "lyrics NaN \n", + "mode 1 \n", + "name Little By Little (Caribou Rmx) \n", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", + "original_lyrics NaN \n", + "popularity 43 \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:6Unw1AAcpS1ZgZoRlj2jxA \n", + "valence 0.126 \n", "\n", - " 2 \\\n", - "_id 123533 \n", - "annotation_count 5 \n", - "api_path /songs/123533 \n", - "ctitle NaN \n", - "full_title And I Love Her by The Beatles \n", - "header_image_thumbnail_url https://images.genius.com/68c11c7f5b6b66194d77... \n", - "header_image_url https://images.genius.com/68c11c7f5b6b66194d77... \n", - "id 123533 \n", - "lyrics NaN \n", - "lyrics_owner_id 46871 \n", - "original_lyrics NaN \n", - "path /The-beatles-and-i-love-her-lyrics \n", - "primary_artist {'id': 586, 'image_url': 'https://images.geniu... \n", - "pyongs_count 15 \n", - "song_art_image_thumbnail_url https://images.genius.com/68c11c7f5b6b66194d77... \n", - "stats {'unreviewed_annotations': 0, 'hot': False, 'p... \n", - "title And I Love Her \n", - "url https://genius.com/The-beatles-and-i-love-her-... \n", + " 1 \\\n", + "_id 5hfzW7LG97Hxv62HHUKgaj \n", + "acousticness 0.0589 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 47xaqCsJcYFWqD1gwujl1T \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/5hfz... \n", + "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", + "artist_name Radiohead \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "ctitle lotus flower jacques greene rmx \n", + "danceability 0.629 \n", + "disc_number 1 \n", + "duration_ms 429947 \n", + "energy 0.592 \n", + "explicit False \n", + "external_ids {'isrc': 'GBU4B1100014'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/5h... \n", + "href https://api.spotify.com/v1/tracks/5hfzW7LG97Hx... \n", + "id 5hfzW7LG97Hxv62HHUKgaj \n", + "ignore NaN \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", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", + "original_lyrics NaN \n", + "popularity 43 \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/5hfzW7LG97Hx... \n", + "track_number 2 \n", + "type audio_features \n", + "uri spotify:track:5hfzW7LG97Hxv62HHUKgaj \n", + "valence 0.169 \n", "\n", - " 3 \\\n", - "_id 123537 \n", - "annotation_count 4 \n", - "api_path /songs/123537 \n", - "ctitle NaN \n", - "full_title Any Time at All by The Beatles \n", - "header_image_thumbnail_url https://images.genius.com/68c11c7f5b6b66194d77... \n", - "header_image_url https://images.genius.com/68c11c7f5b6b66194d77... \n", - "id 123537 \n", - "lyrics NaN \n", - "lyrics_owner_id 46871 \n", - "original_lyrics NaN \n", - "path /The-beatles-any-time-at-all-lyrics \n", - "primary_artist {'id': 586, 'image_url': 'https://images.geniu... \n", - "pyongs_count 2 \n", - "song_art_image_thumbnail_url https://images.genius.com/68c11c7f5b6b66194d77... \n", - "stats {'unreviewed_annotations': 0, 'hot': False} \n", - "title Any Time at All \n", - "url https://genius.com/The-beatles-any-time-at-all... \n", + " 2 \\\n", + "_id 64lecUR19lBSu317AzVZv3 \n", + "acousticness 0.0825 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \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 [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "ctitle morning mr magpie nathan fake rmx \n", + "danceability 0.661 \n", + "disc_number 1 \n", + "duration_ms 291987 \n", + "energy 0.707 \n", + "explicit False \n", + "external_ids {'isrc': 'GBU4B1100015'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/64... \n", + "href https://api.spotify.com/v1/tracks/64lecUR19lBS... \n", + "id 64lecUR19lBSu317AzVZv3 \n", + "ignore NaN \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 Morning Mr Magpie (Nathan Fake Rmx) \n", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", + "original_lyrics NaN \n", + "popularity 37 \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/64lecUR19lBS... \n", + "track_number 3 \n", + "type audio_features \n", + "uri spotify:track:64lecUR19lBSu317AzVZv3 \n", + "valence 0.846 \n", "\n", - " 4 \\\n", - "_id 117722 \n", - "annotation_count 6 \n", - "api_path /songs/117722 \n", - "ctitle NaN \n", - "full_title A Taste of Honey by The Beatles \n", - "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/1360709432_... \n", - "header_image_url https://s3.amazonaws.com/rapgenius/1360709432_... \n", - "id 117722 \n", - "lyrics NaN \n", - "lyrics_owner_id 70799 \n", - "original_lyrics NaN \n", - "path /The-beatles-a-taste-of-honey-lyrics \n", - "primary_artist {'id': 586, 'image_url': 'https://images.geniu... \n", - "pyongs_count NaN \n", - "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/1360709432_... \n", - "stats {'unreviewed_annotations': 0, 'hot': False} \n", - "title A Taste of Honey \n", - "url https://genius.com/The-beatles-a-taste-of-hone... \n", + " 3 \\\n", + "_id 1CxhtUbe1o2PeMM3l5Kch6 \n", + "acousticness 0.102 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 47xaqCsJcYFWqD1gwujl1T \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/1Cxh... \n", + "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", + "artist_name Radiohead \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "ctitle bloom harmonic 313 rmx \n", + "danceability 0.443 \n", + "disc_number 1 \n", + "duration_ms 304333 \n", + "energy 0.665 \n", + "explicit False \n", + "external_ids {'isrc': 'GBU4B1100016'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/1C... \n", + "href https://api.spotify.com/v1/tracks/1CxhtUbe1o2P... \n", + "id 1CxhtUbe1o2PeMM3l5Kch6 \n", + "ignore NaN \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", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", + "original_lyrics NaN \n", + "popularity 36 \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/1CxhtUbe1o2P... \n", + "track_number 4 \n", + "type audio_features \n", + "uri spotify:track:1CxhtUbe1o2PeMM3l5Kch6 \n", + "valence 0.185 \n", "\n", - " 5 \\\n", - "_id 210284 \n", - "annotation_count 1 \n", - "api_path /songs/210284 \n", - "ctitle NaN \n", - "full_title Beatle Greetings by The Beatles (Ft. George Ha... \n", - "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/110537_cda_... \n", - "header_image_url https://s3.amazonaws.com/rapgenius/110537_cda_... \n", - "id 210284 \n", - "lyrics NaN \n", - "lyrics_owner_id 250962 \n", - "original_lyrics NaN \n", - "path /The-beatles-beatle-greetings-lyrics \n", - "primary_artist {'id': 586, 'image_url': 'https://images.geniu... \n", - "pyongs_count NaN \n", - "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/110537_cda_... \n", - "stats {'unreviewed_annotations': 0, 'hot': False} \n", - "title Beatle Greetings \n", - "url https://genius.com/The-beatles-beatle-greeting... \n", + " 4 \\\n", + "_id 2H7Y8wYixrSlKJoaZ1N2yl \n", + "acousticness 0.000801 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \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 [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "ctitle bloom mark pritchard rmx \n", + "danceability 0.414 \n", + "disc_number 1 \n", + "duration_ms 367280 \n", + "energy 0.712 \n", + "explicit False \n", + "external_ids {'isrc': 'GBU4B1100017'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/2H... \n", + "href https://api.spotify.com/v1/tracks/2H7Y8wYixrSl... \n", + "id 2H7Y8wYixrSlKJoaZ1N2yl \n", + "ignore NaN \n", + "instrumentalness 0.936 \n", + "key 0 \n", + "liveness 0.119 \n", + "loudness -7.97 \n", + "lyrical_density NaN \n", + "lyrics NaN \n", + "mode 1 \n", + "name Bloom (Mark Pritchard Rmx) \n", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", + "original_lyrics NaN \n", + "popularity 36 \n", + "preview_url https://p.scdn.co/mp3-preview/7e51561e95c5a3aa... \n", + "sentiment NaN \n", + "speechiness 0.0325 \n", + "tempo 75.007 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/2H7Y8wYixrSl... \n", + "track_number 5 \n", + "type audio_features \n", + "uri spotify:track:2H7Y8wYixrSlKJoaZ1N2yl \n", + "valence 0.286 \n", "\n", - " 6 \\\n", - "_id 1336394 \n", - "annotation_count 1 \n", - "api_path /songs/1336394 \n", - "ctitle NaN \n", - "full_title Can You Take Me Back by The Beatles \n", - "header_image_thumbnail_url https://images.genius.com/ad1f59e8a03be4eb521e... \n", - "header_image_url https://images.genius.com/ad1f59e8a03be4eb521e... \n", - "id 1336394 \n", - "lyrics NaN \n", - "lyrics_owner_id 1549345 \n", - "original_lyrics NaN \n", - "path /The-beatles-can-you-take-me-back-lyrics \n", - "primary_artist {'id': 586, 'image_url': 'https://images.geniu... \n", - "pyongs_count NaN \n", - "song_art_image_thumbnail_url https://images.genius.com/ad1f59e8a03be4eb521e... \n", - "stats {'unreviewed_annotations': 0, 'hot': False} \n", - "title Can You Take Me Back \n", - "url https://genius.com/The-beatles-can-you-take-me... \n", + " 5 \\\n", + "_id 3zkFTfcboFcOdno0CHCmTc \n", + "acousticness 0.0955 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 47xaqCsJcYFWqD1gwujl1T \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/3zkF... \n", + "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", + "artist_name Radiohead \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "ctitle feral lone rmx \n", + "danceability 0.761 \n", + "disc_number 1 \n", + "duration_ms 317507 \n", + "energy 0.877 \n", + "explicit False \n", + "external_ids {'isrc': 'GBU4B1100018'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/3z... \n", + "href https://api.spotify.com/v1/tracks/3zkFTfcboFcO... \n", + "id 3zkFTfcboFcOdno0CHCmTc \n", + "ignore NaN \n", + "instrumentalness 0.00018 \n", + "key 7 \n", + "liveness 0.611 \n", + "loudness -7.806 \n", + "lyrical_density NaN \n", + "lyrics NaN \n", + "mode 1 \n", + "name Feral (Lone RMX) \n", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", + "original_lyrics NaN \n", + "popularity 35 \n", + "preview_url https://p.scdn.co/mp3-preview/3d4ad1a19809193c... \n", + "sentiment NaN \n", + "speechiness 0.174 \n", + "tempo 134.938 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/3zkFTfcboFcO... \n", + "track_number 6 \n", + "type audio_features \n", + "uri spotify:track:3zkFTfcboFcOdno0CHCmTc \n", + "valence 0.222 \n", "\n", - " 7 \\\n", - "_id 107915 \n", - "annotation_count 6 \n", - "api_path /songs/107915 \n", - "ctitle NaN \n", - "full_title Carry That Weight by The Beatles \n", - "header_image_thumbnail_url https://images.genius.com/560d707ac51a528c952d... \n", - "header_image_url https://images.genius.com/560d707ac51a528c952d... \n", - "id 107915 \n", - "lyrics NaN \n", - "lyrics_owner_id 116340 \n", - "original_lyrics NaN \n", - "path /The-beatles-carry-that-weight-lyrics \n", - "primary_artist {'id': 586, 'image_url': 'https://images.geniu... \n", - "pyongs_count 1 \n", - "song_art_image_thumbnail_url https://images.genius.com/560d707ac51a528c952d... \n", - "stats {'unreviewed_annotations': 0, 'hot': False, 'p... \n", - "title Carry That Weight \n", - "url https://genius.com/The-beatles-carry-that-weig... \n", + " 6 \\\n", + "_id 7KKglMFf5KV0PIDSAOqfnH \n", + "acousticness 0.0147 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 47xaqCsJcYFWqD1gwujl1T \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/7KKg... \n", + "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", + "artist_name Radiohead \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "ctitle morning mr magpie pearson sound scavenger rmx \n", + "danceability 0.481 \n", + "disc_number 1 \n", + "duration_ms 278893 \n", + "energy 0.336 \n", + "explicit False \n", + "external_ids {'isrc': 'GBU4B1100020'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/7K... \n", + "href https://api.spotify.com/v1/tracks/7KKglMFf5KV0... \n", + "id 7KKglMFf5KV0PIDSAOqfnH \n", + "ignore NaN \n", + "instrumentalness 0.834 \n", + "key 0 \n", + "liveness 0.232 \n", + "loudness -12.43 \n", + "lyrical_density NaN \n", + "lyrics NaN \n", + "mode 1 \n", + "name Morning Mr Magpie (Pearson Sound Scavenger RMX) \n", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", + "original_lyrics NaN \n", + "popularity 34 \n", + "preview_url https://p.scdn.co/mp3-preview/c62871a98cd382a0... \n", + "sentiment NaN \n", + "speechiness 0.0674 \n", + "tempo 132.035 \n", + "time_signature 3 \n", + "track_href https://api.spotify.com/v1/tracks/7KKglMFf5KV0... \n", + "track_number 7 \n", + "type audio_features \n", + "uri spotify:track:7KKglMFf5KV0PIDSAOqfnH \n", + "valence 0.0901 \n", "\n", - " 8 \\\n", - "_id 1308579 \n", - "annotation_count 1 \n", - "api_path /songs/1308579 \n", - "ctitle NaN \n", - "full_title Down in Eastern Australia by The Beatles \n", - "header_image_thumbnail_url https://images.genius.com/ad1f59e8a03be4eb521e... \n", - "header_image_url https://images.genius.com/ad1f59e8a03be4eb521e... \n", - "id 1308579 \n", - "lyrics NaN \n", - "lyrics_owner_id 1549345 \n", - "original_lyrics NaN \n", - "path /The-beatles-down-in-eastern-australia-lyrics \n", - "primary_artist {'id': 586, 'image_url': 'https://images.geniu... \n", - "pyongs_count NaN \n", - "song_art_image_thumbnail_url https://images.genius.com/ad1f59e8a03be4eb521e... \n", - "stats {'unreviewed_annotations': 0, 'hot': False} \n", - "title Down in Eastern Australia \n", - "url https://genius.com/The-beatles-down-in-eastern... \n", + " 7 \\\n", + "_id 4raxzmnFq93jfKC8c3xcIv \n", + "acousticness 0.443 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 47xaqCsJcYFWqD1gwujl1T \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/4rax... \n", + "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", + "artist_name Radiohead \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "ctitle separator four tet rmx \n", + "danceability 0.461 \n", + "disc_number 1 \n", + "duration_ms 423000 \n", + "energy 0.455 \n", + "explicit False \n", + "external_ids {'isrc': 'GBU4B1100019'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/4r... \n", + "href https://api.spotify.com/v1/tracks/4raxzmnFq93j... \n", + "id 4raxzmnFq93jfKC8c3xcIv \n", + "ignore NaN \n", + "instrumentalness 0.641 \n", + "key 10 \n", + "liveness 0.0812 \n", + "loudness -12.403 \n", + "lyrical_density NaN \n", + "lyrics NaN \n", + "mode 0 \n", + "name Separator (Four Tet RMX) \n", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", + "original_lyrics NaN \n", + "popularity 36 \n", + "preview_url https://p.scdn.co/mp3-preview/d7e13aaa8cf0f949... \n", + "sentiment NaN \n", + "speechiness 0.0716 \n", + "tempo 113.752 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/4raxzmnFq93j... \n", + "track_number 8 \n", + "type audio_features \n", + "uri spotify:track:4raxzmnFq93jfKC8c3xcIv \n", + "valence 0.375 \n", "\n", - " 9 \\\n", - "_id 123808 \n", - "annotation_count 1 \n", - "api_path /songs/123808 \n", - "ctitle NaN \n", - "full_title Everybody's Trying to Be My Baby by The Beatles \n", - "header_image_thumbnail_url https://images.genius.com/4268a08d2b36372eb6e8... \n", - "header_image_url https://images.genius.com/4268a08d2b36372eb6e8... \n", - "id 123808 \n", - "lyrics NaN \n", - "lyrics_owner_id 22533 \n", - "original_lyrics NaN \n", - "path /The-beatles-everybodys-trying-to-be-my-baby-l... \n", - "primary_artist {'id': 586, 'image_url': 'https://images.geniu... \n", - "pyongs_count NaN \n", - "song_art_image_thumbnail_url https://images.genius.com/4268a08d2b36372eb6e8... \n", - "stats {'unreviewed_annotations': 0, 'hot': False} \n", - "title Everybody's Trying to Be My Baby \n", - "url https://genius.com/The-beatles-everybodys-tryi... \n", + " 8 \\\n", + "_id 1gaAIZ4vGQ6QvDUgN2Xyus \n", + "acousticness 0.313 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 47xaqCsJcYFWqD1gwujl1T \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/1gaA... \n", + "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", + "artist_name Radiohead \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "ctitle give up the ghost thriller houseghost remix \n", + "danceability 0.596 \n", + "disc_number 1 \n", + "duration_ms 373760 \n", + "energy 0.894 \n", + "explicit False \n", + "external_ids {'isrc': 'GBU4B1100031'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/1g... \n", + "href https://api.spotify.com/v1/tracks/1gaAIZ4vGQ6Q... \n", + "id 1gaAIZ4vGQ6QvDUgN2Xyus \n", + "ignore NaN \n", + "instrumentalness 0.849 \n", + "key 4 \n", + "liveness 0.115 \n", + "loudness -9.477 \n", + "lyrical_density NaN \n", + "lyrics NaN \n", + "mode 0 \n", + "name Give Up The Ghost (Thriller Houseghost Remix) \n", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", + "original_lyrics NaN \n", + "popularity 34 \n", + "preview_url https://p.scdn.co/mp3-preview/19cf8afa026a7449... \n", + "sentiment NaN \n", + "speechiness 0.102 \n", + "tempo 119.968 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/1gaAIZ4vGQ6Q... \n", + "track_number 9 \n", + "type audio_features \n", + "uri spotify:track:1gaAIZ4vGQ6QvDUgN2Xyus \n", + "valence 0.143 \n", "\n", - " ... \\\n", - "_id ... \n", - "annotation_count ... \n", - "api_path ... \n", - "ctitle ... \n", - "full_title ... \n", - "header_image_thumbnail_url ... \n", - "header_image_url ... \n", - "id ... \n", - "lyrics ... \n", - "lyrics_owner_id ... \n", - "original_lyrics ... \n", - "path ... \n", - "primary_artist ... \n", - "pyongs_count ... \n", - "song_art_image_thumbnail_url ... \n", - "stats ... \n", - "title ... \n", - "url ... \n", + " 9 \\\n", + "_id 7krim8C3DpTu1ShdoZezix \n", + "acousticness 0.464 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 47xaqCsJcYFWqD1gwujl1T \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/7kri... \n", + "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", + "artist_name Radiohead \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "ctitle codex illum sphere \n", + "danceability 0.441 \n", + "disc_number 1 \n", + "duration_ms 274373 \n", + "energy 0.575 \n", + "explicit False \n", + "external_ids {'isrc': 'GBU4B1100032'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/7k... \n", + "href https://api.spotify.com/v1/tracks/7krim8C3DpTu... \n", + "id 7krim8C3DpTu1ShdoZezix \n", + "ignore NaN \n", + "instrumentalness 0.00509 \n", + "key 2 \n", + "liveness 0.387 \n", + "loudness -10.58 \n", + "lyrical_density NaN \n", + "lyrics NaN \n", + "mode 0 \n", + "name Codex (Illum Sphere) \n", + "nnrc_sentiment NaN \n", + "nrc_sentiment NaN \n", + "original_lyrics NaN \n", + "popularity 33 \n", + "preview_url https://p.scdn.co/mp3-preview/03dc62ba2d343861... \n", + "sentiment NaN \n", + "speechiness 0.0332 \n", + "tempo 72.52 \n", + "time_signature 1 \n", + "track_href https://api.spotify.com/v1/tracks/7krim8C3DpTu... \n", + "track_number 10 \n", + "type audio_features \n", + "uri spotify:track:7krim8C3DpTu1ShdoZezix \n", + "valence 0.0678 \n", "\n", - " 1061 \\\n", - "_id 310483 \n", - "annotation_count 1 \n", - "api_path /songs/310483 \n", - "ctitle NaN \n", - "full_title You Can't Catch Me by The Rolling Stones \n", - "header_image_thumbnail_url https://images.genius.com/9c0263f14c39b6df59e5... \n", - "header_image_url https://images.genius.com/9c0263f14c39b6df59e5... \n", - "id 310483 \n", - "lyrics NaN \n", - "lyrics_owner_id 354383 \n", - "original_lyrics NaN \n", - "path /The-rolling-stones-you-cant-catch-me-lyrics \n", - "primary_artist {'id': 774, 'image_url': 'https://images.geniu... \n", - "pyongs_count NaN \n", - "song_art_image_thumbnail_url https://images.genius.com/9c0263f14c39b6df59e5... \n", - "stats {'unreviewed_annotations': 0, 'hot': False} \n", - "title You Can't Catch Me \n", - "url https://genius.com/The-rolling-stones-you-cant... \n", + " ... \\\n", + "_id ... \n", + "acousticness ... \n", + "album ... \n", + "album_id ... \n", + "analysis_url ... \n", + "artist_id ... \n", + "artist_name ... \n", + "artists ... \n", + "available_markets ... \n", + "ctitle ... \n", + "danceability ... \n", + "disc_number ... \n", + "duration_ms ... \n", + "energy ... \n", + "explicit ... \n", + "external_ids ... \n", + "external_urls ... \n", + "href ... \n", + "id ... \n", + "ignore ... \n", + "instrumentalness ... \n", + "key ... \n", + "liveness ... \n", + "loudness ... \n", + "lyrical_density ... \n", + "lyrics ... \n", + "mode ... \n", + "name ... \n", + "nnrc_sentiment ... \n", + "nrc_sentiment ... \n", + "original_lyrics ... \n", + "popularity ... \n", + "preview_url ... \n", + "sentiment ... \n", + "speechiness ... \n", + "tempo ... \n", + "time_signature ... \n", + "track_href ... \n", + "track_number ... \n", + "type ... \n", + "uri ... \n", + "valence ... \n", "\n", - " 1062 \\\n", - "_id 313269 \n", - "annotation_count 1 \n", - "api_path /songs/313269 \n", - "ctitle NaN \n", - "full_title You Don't Have To Mean It by The Rolling Stones \n", - "header_image_thumbnail_url https://images.genius.com/eb7fd9257058b77179cb... \n", - "header_image_url https://images.genius.com/eb7fd9257058b77179cb... \n", - "id 313269 \n", - "lyrics NaN \n", - "lyrics_owner_id 354608 \n", - "original_lyrics NaN \n", - "path /The-rolling-stones-you-dont-have-to-mean-it-l... \n", - "primary_artist {'id': 774, 'image_url': 'https://images.geniu... \n", - "pyongs_count NaN \n", - "song_art_image_thumbnail_url https://images.genius.com/eb7fd9257058b77179cb... \n", - "stats {'unreviewed_annotations': 0, 'hot': False} \n", - "title You Don't Have To Mean It \n", - "url https://genius.com/The-rolling-stones-you-dont... \n", + " 136 \\\n", + "_id 2zYmvi3w2T8a9Ckrv21bvW \n", + "acousticness 0.000849 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 6400dnyeDyD2mIFHfkwHXN \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/2zYm... \n", + "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", + "artist_name Radiohead \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "ctitle stop whispering \n", + "danceability 0.212 \n", + "disc_number 1 \n", + "duration_ms 325627 \n", + "energy 0.696 \n", + "explicit False \n", + "external_ids {'isrc': 'GBAYE9300106'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/2z... \n", + "href https://api.spotify.com/v1/tracks/2zYmvi3w2T8a... \n", + "id 2zYmvi3w2T8a9Ckrv21bvW \n", + "ignore NaN \n", + "instrumentalness 0.0165 \n", + "key 2 \n", + "liveness 0.129 \n", + "loudness -10.059 \n", + "lyrical_density 0.396159 \n", + "lyrics and the wise man said i don't want to hear you... \n", + "mode 1 \n", + "name Stop Whispering \n", + "nnrc_sentiment {'anger': 0.5, 'trust': 0.375, 'sadness': 0.25... \n", + "nrc_sentiment {'anger': 4, 'trust': 3, 'fear': 1, 'surprise'... \n", + "original_lyrics \\n\\n[Verse 1]\\nAnd the wise man said I don't w... \n", + "popularity 44 \n", + "preview_url https://p.scdn.co/mp3-preview/397951413134fe02... \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.1440... \n", + "speechiness 0.0472 \n", + "tempo 122.37 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/2zYmvi3w2T8a... \n", + "track_number 4 \n", + "type audio_features \n", + "uri spotify:track:2zYmvi3w2T8a9Ckrv21bvW \n", + "valence 0.298 \n", "\n", - " 1063 \\\n", - "_id 313043 \n", - "annotation_count 1 \n", - "api_path /songs/313043 \n", - "ctitle NaN \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 NaN \n", - "lyrics_owner_id 354382 \n", - "original_lyrics NaN \n", - "path /The-rolling-stones-you-got-me-rocking-lyrics \n", - "primary_artist {'id': 774, 'image_url': 'https://images.geniu... \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", + " 137 \\\n", + "_id 3ovbSnT5NNhl1gzMcw1NRZ \n", + "acousticness 0.704 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 6400dnyeDyD2mIFHfkwHXN \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/3ovb... \n", + "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", + "artist_name Radiohead \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "ctitle thinking about you \n", + "danceability 0.364 \n", + "disc_number 1 \n", + "duration_ms 161533 \n", + "energy 0.37 \n", + "explicit False \n", + "external_ids {'isrc': 'GBAYE9200114'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/3o... \n", + "href https://api.spotify.com/v1/tracks/3ovbSnT5NNhl... \n", + "id 3ovbSnT5NNhl1gzMcw1NRZ \n", + "ignore NaN \n", + "instrumentalness 7.71e-06 \n", + "key 7 \n", + "liveness 0.0883 \n", + "loudness -14.134 \n", + "lyrical_density 1.15147 \n", + "lyrics been thinking about you your records are here ... \n", + "mode 1 \n", + "name Thinking About You \n", + "nnrc_sentiment {'joy': 0.5714285714285714, 'trust': 0.1428571... \n", + "nrc_sentiment {'joy': 4, 'trust': 1, 'positive': 7, 'surpris... \n", + "original_lyrics \\n\\n[Verse 1]\\nBeen thinking about you\\nYour r... \n", + "popularity 48 \n", + "preview_url https://p.scdn.co/mp3-preview/ec90a4cef1ff0cbf... \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.2083... \n", + "speechiness 0.0331 \n", + "tempo 103.44 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/3ovbSnT5NNhl... \n", + "track_number 5 \n", + "type audio_features \n", + "uri spotify:track:3ovbSnT5NNhl1gzMcw1NRZ \n", + "valence 0.421 \n", "\n", - " 1064 \\\n", - "_id 2389345 \n", - "annotation_count 4 \n", - "api_path /songs/2389345 \n", - "ctitle NaN \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 NaN \n", - "lyrics_owner_id 1217557 \n", - "original_lyrics NaN \n", - "path /The-rolling-stones-you-got-the-silver-lyrics \n", - "primary_artist {'id': 774, 'image_url': 'https://images.geniu... \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", + " 138 \\\n", + "_id 4NUc1M0CS7b6zvWoyvibju \n", + "acousticness 0.000101 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 6400dnyeDyD2mIFHfkwHXN \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/4NUc... \n", + "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", + "artist_name Radiohead \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "ctitle anyone can play guitar \n", + "danceability 0.294 \n", + "disc_number 1 \n", + "duration_ms 217800 \n", + "energy 0.813 \n", + "explicit False \n", + "external_ids {'isrc': 'GBAYE9300107'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/4N... \n", + "href https://api.spotify.com/v1/tracks/4NUc1M0CS7b6... \n", + "id 4NUc1M0CS7b6zvWoyvibju \n", + "ignore NaN \n", + "instrumentalness 0.000756 \n", + "key 4 \n", + "liveness 0.333 \n", + "loudness -10.772 \n", + "lyrical_density 0.688705 \n", + "lyrics destiny destiny protect me from the world dest... \n", + "mode 0 \n", + "name Anyone Can Play Guitar \n", + "nnrc_sentiment {'anger': 0.5714285714285714, 'negative': 0.57... \n", + "nrc_sentiment {'anger': 4, 'negative': 4, 'joy': 5, 'trust':... \n", + "original_lyrics \\n\\n[Verse 1]\\nDestiny, destiny protect me fro... \n", + "popularity 45 \n", + "preview_url https://p.scdn.co/mp3-preview/76e430500d399da2... \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.3734... \n", + "speechiness 0.0547 \n", + "tempo 150.845 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/4NUc1M0CS7b6... \n", + "track_number 6 \n", + "type audio_features \n", + "uri spotify:track:4NUc1M0CS7b6zvWoyvibju \n", + "valence 0.554 \n", "\n", - " 1065 \\\n", - "_id 1245984 \n", - "annotation_count 1 \n", - "api_path /songs/1245984 \n", - "ctitle NaN \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 NaN \n", - "lyrics_owner_id 1549345 \n", - "original_lyrics NaN \n", - "path /The-rolling-stones-dont-look-back-lyrics \n", - "primary_artist {'id': 774, 'image_url': 'https://images.geniu... \n", - "pyongs_count NaN \n", - "song_art_image_thumbnail_url https://images.genius.com/23bbf05f7ee8286a8905... \n", - "stats {'unreviewed_annotations': 0, 'hot': False} \n", - "title Don't Look Back \n", - "url https://genius.com/The-rolling-stones-dont-loo... \n", + " 139 \\\n", + "_id 4nklmaiY4gfQI3SB1sLGsd \n", + "acousticness 1.93e-05 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 6400dnyeDyD2mIFHfkwHXN \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/4nkl... \n", + "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", + "artist_name Radiohead \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "ctitle ripcord \n", + "danceability 0.256 \n", + "disc_number 1 \n", + "duration_ms 189733 \n", + "energy 0.906 \n", + "explicit False \n", + "external_ids {'isrc': 'GBAYE9300108'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/4n... \n", + "href https://api.spotify.com/v1/tracks/4nklmaiY4gfQ... \n", + "id 4nklmaiY4gfQI3SB1sLGsd \n", + "ignore NaN \n", + "instrumentalness 0.366 \n", + "key 2 \n", + "liveness 0.322 \n", + "loudness -10.436 \n", + "lyrical_density 0.479621 \n", + "lyrics soul destroyed with clever toys for little boy... \n", + "mode 1 \n", + "name Ripcord \n", + "nnrc_sentiment {'negative': 0.6666666666666666, 'anger': 1.0,... \n", + "nrc_sentiment {'negative': 2, 'anger': 3, 'positive': 1, 'sa... \n", + "original_lyrics \\n\\n[Verse 1]\\nSoul destroyed with clever toys... \n", + "popularity 42 \n", + "preview_url https://p.scdn.co/mp3-preview/a519caf188516bc5... \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.3408... \n", + "speechiness 0.0548 \n", + "tempo 137.949 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/4nklmaiY4gfQ... \n", + "track_number 7 \n", + "type audio_features \n", + "uri spotify:track:4nklmaiY4gfQI3SB1sLGsd \n", + "valence 0.254 \n", "\n", - " 1066 \\\n", - "_id 311907 \n", - "annotation_count 1 \n", - "api_path /songs/311907 \n", - "ctitle NaN \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 NaN \n", - "lyrics_owner_id 354385 \n", - "original_lyrics NaN \n", - "path /The-rolling-stones-each-and-every-day-of-the-... \n", - "primary_artist {'id': 774, 'image_url': 'https://images.geniu... \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", + " 140 \\\n", + "_id 11qDTSr3Dj4TkPnBcIOqEJ \n", + "acousticness 0.00281 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 6400dnyeDyD2mIFHfkwHXN \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/11qD... \n", + "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", + "artist_name Radiohead \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "ctitle vegetable \n", + "danceability 0.384 \n", + "disc_number 1 \n", + "duration_ms 192667 \n", + "energy 0.717 \n", + "explicit False \n", + "external_ids {'isrc': 'GBAYE9300109'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/11... \n", + "href https://api.spotify.com/v1/tracks/11qDTSr3Dj4T... \n", + "id 11qDTSr3Dj4TkPnBcIOqEJ \n", + "ignore NaN \n", + "instrumentalness 0.569 \n", + "key 6 \n", + "liveness 0.187 \n", + "loudness -8.868 \n", + "lyrical_density 0.711071 \n", + "lyrics i never wanted anything but this i worked hard... \n", + "mode 1 \n", + "name Vegetable \n", + "nnrc_sentiment {'anger': 0.5, 'trust': 0.125, 'sadness': 0.25... \n", + "nrc_sentiment {'anger': 4, 'trust': 1, 'fear': 3, 'negative'... \n", + "original_lyrics \\n\\n[Verse 1]\\nI never wanted anything but thi... \n", + "popularity 42 \n", + "preview_url https://p.scdn.co/mp3-preview/22dd1bf01746cb6d... \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.1167... \n", + "speechiness 0.0339 \n", + "tempo 105.852 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/11qDTSr3Dj4T... \n", + "track_number 8 \n", + "type audio_features \n", + "uri spotify:track:11qDTSr3Dj4TkPnBcIOqEJ \n", + "valence 0.42 \n", "\n", - " 1067 \\\n", - "_id 310293 \n", - "annotation_count 4 \n", - "api_path /songs/310293 \n", - "ctitle NaN \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 NaN \n", - "lyrics_owner_id 354383 \n", - "original_lyrics NaN \n", - "path /The-rolling-stones-im-a-king-bee-lyrics \n", - "primary_artist {'id': 774, 'image_url': 'https://images.geniu... \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", + " 141 \\\n", + "_id 4D6ZExVvYLZxhcAvifX5px \n", + "acousticness 0.000849 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 6400dnyeDyD2mIFHfkwHXN \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/4D6Z... \n", + "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", + "artist_name Radiohead \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "ctitle prove yourself \n", + "danceability 0.25 \n", + "disc_number 1 \n", + "duration_ms 145373 \n", + "energy 0.62 \n", + "explicit False \n", + "external_ids {'isrc': 'GBAYE9200115'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/4D... \n", + "href https://api.spotify.com/v1/tracks/4D6ZExVvYLZx... \n", + "id 4D6ZExVvYLZxhcAvifX5px \n", + "ignore NaN \n", + "instrumentalness 0.0848 \n", + "key 0 \n", + "liveness 0.175 \n", + "loudness -10.915 \n", + "lyrical_density 0.749795 \n", + "lyrics i can't afford to breathe in this time nowhere... \n", + "mode 1 \n", + "name Prove Yourself \n", + "nnrc_sentiment {'anger': 0.0625, 'sadness': 0.0625, 'surprise... \n", + "nrc_sentiment {'anger': 1, 'fear': 2, 'surprise': 1, 'negati... \n", + "original_lyrics \\n\\n[Verse 1]\\nI can't afford to breathe in th... \n", + "popularity 42 \n", + "preview_url https://p.scdn.co/mp3-preview/6d62fc6cd2849212... \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.1849... \n", + "speechiness 0.0611 \n", + "tempo 114.098 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/4D6ZExVvYLZx... \n", + "track_number 9 \n", + "type audio_features \n", + "uri spotify:track:4D6ZExVvYLZxhcAvifX5px \n", + "valence 0.319 \n", "\n", - " 1068 \\\n", - "_id 310289 \n", - "annotation_count 1 \n", - "api_path /songs/310289 \n", - "ctitle NaN \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 NaN \n", - "lyrics_owner_id 354383 \n", - "original_lyrics NaN \n", - "path /The-rolling-stones-little-by-little-lyrics \n", - "primary_artist {'id': 774, 'image_url': 'https://images.geniu... \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", + " 142 \\\n", + "_id 48IEDejXX5LH8TAC3VIGpc \n", + "acousticness 0.00968 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 6400dnyeDyD2mIFHfkwHXN \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/48IE... \n", + "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", + "artist_name Radiohead \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "ctitle i cant \n", + "danceability 0.284 \n", + "disc_number 1 \n", + "duration_ms 253093 \n", + "energy 0.825 \n", + "explicit False \n", + "external_ids {'isrc': 'GBAYE9300110'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/48... \n", + "href https://api.spotify.com/v1/tracks/48IEDejXX5LH... \n", + "id 48IEDejXX5LH8TAC3VIGpc \n", + "ignore NaN \n", + "instrumentalness 0.3 \n", + "key 7 \n", + "liveness 0.118 \n", + "loudness -10.256 \n", + "lyrical_density 0.56501 \n", + "lyrics please forget the words that i just blurted ou... \n", + "mode 1 \n", + "name I Can't \n", + "nnrc_sentiment {'anger': 0.4, 'fear': 0.2, 'negative': 1.0, '... \n", + "nrc_sentiment {'anger': 2, 'fear': 1, 'negative': 5, 'trust'... \n", + "original_lyrics \\n\\n[Verse 1]\\nPlease forget the words that I ... \n", + "popularity 41 \n", + "preview_url https://p.scdn.co/mp3-preview/516d9e9499a86318... \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.1502... \n", + "speechiness 0.0595 \n", + "tempo 106.108 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/48IEDejXX5LH... \n", + "track_number 10 \n", + "type audio_features \n", + "uri spotify:track:48IEDejXX5LH8TAC3VIGpc \n", + "valence 0.276 \n", "\n", - " 1069 \\\n", - "_id 106069 \n", - "annotation_count 16 \n", - "api_path /songs/106069 \n", - "ctitle NaN \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 NaN \n", - "lyrics_owner_id 16 \n", - "original_lyrics NaN \n", - "path /The-rolling-stones-brown-sugar-lyrics \n", - "primary_artist {'id': 774, 'image_url': 'https://images.geniu... \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", + " 143 \\\n", + "_id 2B5P22cfUadACK7jLQegU6 \n", + "acousticness 0.000135 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \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 [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "ctitle lurgee \n", + "danceability 0.42 \n", + "disc_number 1 \n", + "duration_ms 187867 \n", + "energy 0.548 \n", + "explicit False \n", + "external_ids {'isrc': 'GBAYE9200116'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/2B... \n", + "href https://api.spotify.com/v1/tracks/2B5P22cfUadA... \n", + "id 2B5P22cfUadACK7jLQegU6 \n", + "ignore NaN \n", + "instrumentalness 0.399 \n", + "key 0 \n", + "liveness 0.111 \n", + "loudness -12.298 \n", + "lyrical_density 0.399219 \n", + "lyrics i feel better i feel better now you've gone i ... \n", + "mode 1 \n", + "name Lurgee \n", + "nnrc_sentiment {'negative': 1.0} \n", + "nrc_sentiment {'negative': 1} \n", + "original_lyrics \\n\\n[Verse 1]\\nI feel better\\nI feel better no... \n", + "popularity 41 \n", + "preview_url https://p.scdn.co/mp3-preview/ae0de4e9b90a15a7... \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.2629... \n", + "speechiness 0.0268 \n", + "tempo 101.9 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/2B5P22cfUadA... \n", + "track_number 11 \n", + "type audio_features \n", + "uri spotify:track:2B5P22cfUadACK7jLQegU6 \n", + "valence 0.408 \n", "\n", - " 1070 \n", - "_id 310543 \n", - "annotation_count 15 \n", - "api_path /songs/310543 \n", - "ctitle NaN \n", - "full_title Citadel by The Rolling Stones \n", - "header_image_thumbnail_url https://images.genius.com/31323212a74c2a8d99eb... \n", - "header_image_url https://images.genius.com/31323212a74c2a8d99eb... \n", - "id 310543 \n", - "lyrics NaN \n", - "lyrics_owner_id 354608 \n", - "original_lyrics NaN \n", - "path /The-rolling-stones-citadel-lyrics \n", - "primary_artist {'id': 774, 'image_url': 'https://images.geniu... \n", - "pyongs_count NaN \n", - "song_art_image_thumbnail_url https://images.genius.com/31323212a74c2a8d99eb... \n", - "stats {'unreviewed_annotations': 14, 'hot': False} \n", - "title Citadel \n", - "url https://genius.com/The-rolling-stones-citadel-... \n", + " 144 \\\n", + "_id 6qttbImnJ5wuA8AtDKEy18 \n", + "acousticness 0.000465 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \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 [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "ctitle blow out \n", + "danceability 0.284 \n", + "disc_number 1 \n", + "duration_ms 282067 \n", + "energy 0.719 \n", + "explicit False \n", + "external_ids {'isrc': 'GBAYE9300111'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/6q... \n", + "href https://api.spotify.com/v1/tracks/6qttbImnJ5wu... \n", + "id 6qttbImnJ5wuA8AtDKEy18 \n", + "ignore NaN \n", + "instrumentalness 0.382 \n", + "key 11 \n", + "liveness 0.24 \n", + "loudness -10.739 \n", + "lyrical_density 0.340345 \n", + "lyrics in my mind and nailed into my heels all the ti... \n", + "mode 0 \n", + "name Blow Out \n", + "nnrc_sentiment {'negative': 1.0, 'anger': 0.625, 'sadness': 0... \n", + "nrc_sentiment {'negative': 8, 'anger': 5, 'sadness': 3, 'fea... \n", + "original_lyrics \\n\\n[Verse 1]\\nIn my mind\\nAnd nailed into my ... \n", + "popularity 44 \n", + "preview_url https://p.scdn.co/mp3-preview/69a5564e6733d6d2... \n", + "sentiment {'label': 'neg', 'probability': {'pos': 0.3796... \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:6qttbImnJ5wuA8AtDKEy18 \n", + "valence 0.289 \n", "\n", - "[18 rows x 1071 columns]" + " 145 \n", + "_id 0eECFDnWy0RdjMmJ8NOeAL \n", + "acousticness 0.00101 \n", + "album {'external_urls': {'spotify': 'https://open.sp... \n", + "album_id 1DBkJIEoeHrTX4WCBQGcCi \n", + "analysis_url https://api.spotify.com/v1/audio-analysis/0eEC... \n", + "artist_id 4Z8W4fKeB5YxbusRsdQVPb \n", + "artist_name Radiohead \n", + "artists [{'external_urls': {'spotify': 'https://open.s... \n", + "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CA, CH, CL, C... \n", + "ctitle feral \n", + "danceability 0.49 \n", + "disc_number 1 \n", + "duration_ms 192743 \n", + "energy 0.777 \n", + "explicit False \n", + "external_ids {'isrc': 'GBU4B1100006'} \n", + "external_urls {'spotify': 'https://open.spotify.com/track/0e... \n", + "href https://api.spotify.com/v1/tracks/0eECFDnWy0Rd... \n", + "id 0eECFDnWy0RdjMmJ8NOeAL \n", + "ignore NaN \n", + "instrumentalness 0.898 \n", + "key 7 \n", + "liveness 0.0896 \n", + "loudness -11.521 \n", + "lyrical_density 0.0933886 \n", + "lyrics you are not mine and i am not yours and that's... \n", + "mode 1 \n", + "name Feral \n", + "nnrc_sentiment {} \n", + "nrc_sentiment {} \n", + "original_lyrics \\n\\n[Verse]\\nYou are not mine\\nAnd I am not yo... \n", + "popularity 45 \n", + "preview_url https://p.scdn.co/mp3-preview/9dc0af2fa010c41d... \n", + "sentiment {'label': 'pos', 'probability': {'pos': 0.5347... \n", + "speechiness 0.0974 \n", + "tempo 135.991 \n", + "time_signature 4 \n", + "track_href https://api.spotify.com/v1/tracks/0eECFDnWy0Rd... \n", + "track_number 4 \n", + "type audio_features \n", + "uri spotify:track:0eECFDnWy0RdjMmJ8NOeAL \n", + "valence 0.729 \n", + "\n", + "[42 rows x 146 columns]" ] }, - "execution_count": 46, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "gsongs = pd.DataFrame(list(genius_tracks.find()))\n", - "gsongs.T" + "radiohead_tracks = pd.DataFrame(list(tracks.find({'artist_id': radiohead_id})))\n", + "radiohead_tracks.T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Now we can get the lyrics for each song. We tidy it up as we go, to strip out formatting and the like.\n", - "\n", - "Note the use of [Beautiful Soup](https://www.crummy.com/software/BeautifulSoup/bs4/doc/) to strip out the HTML from the lyrics." + "How happy are the Beatles and Stones tracks?" ] }, { "cell_type": "code", - "execution_count": 47, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "def genius_lyrics(song_url):\n", - " headers = {'Accept': 'application/json',\n", - " 'Authorization': 'Bearer ' + config['genius']['token'],\n", - " 'User-Agent': 'curl/7.9.8 (i686-pc-linux-gnu) libcurl 7.9.8 (OpenSSL 0.9.6b) (ipv6 enabled)'}\n", - " request = urllib.request.Request(song_url, headers=headers, method='GET')\n", - " html_doc = urllib.request.urlopen(request)\n", - " soup = BeautifulSoup(html_doc, 'html.parser')\n", - " lyrics = soup.find('lyrics').get_text()\n", - " l2 = re.sub('\\[[^\\]]*\\]', '', lyrics)\n", - " l3 = re.sub('\\[|\\]', '', l2)\n", - " l4 = re.sub('(\\s)+', ' ', l3)\n", - " return l4.strip().lower(), lyrics" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": { - "collapsed": false - }, + "execution_count": 21, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(\"oh ain't she sweet well see her walking down that street yes i ask you very confidentially ain't she sweet? oh ain't she nice well look her over once or twice yes i ask you very confidentially ain't she nice? just cast an eye in her direction oh me oh my ain't that perfection? oh i repeat well don't you think that's kind of neat? yes i ask you very confidentially ain't she sweet? oh ain't she sweet well see her walking down that street well i ask you very confidentially ain't she sweet? well i ask you very confidentially ain't she sweet?\",\n", - " \"\\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": 48, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAADo1JREFUeJzt3X2MHIV5x/HvExwK5RJM4vSEDO0RhUS1OLWEEyKK1N5B\nUlGoAKkoApHWlqxaSfoSKa5at1GlvkrwB0nbCKm1CsKtkhwUtbUFQRElvqJGgdQuhONFFEOd1q5j\nNwVbPUrTnPL0jx0Sc+DbOd/trO/x9yOdPDM7O/PM453fzc7OzkVmIkla/d4y7AIkSSvDQJekIgx0\nSSrCQJekIgx0SSrCQJekIgx0SSrCQJekIgx0SSpiTZcrW7duXY6NjQHwyiuvcM4553S5+lOOPbAH\nYA/AHsDiPdi7d++3M/Nd/ZbRaaCPjY2xZ88eAGZmZpicnOxy9acce2APwB6APYDFexAR32yzDE+5\nSFIRBrokFWGgS1IRBrokFWGgS1IRBrokFWGgS1IRBrokFWGgS1IRnX5TVNIbzR48xqZtD3S+3v23\nXtv5OjVYHqFLUhEGuiQVYaBLUhGeQ5d02hgbwmcV0N3nFR6hS1IRBrokFWGgS1IRBrokFeGHopI6\nt/DDya3j80P5clU1HqFLUhEGuiQVYaBLUhEGuiQVYaBLUhGtAz0izoiIxyPi/mb8ooh4LCL2RcQ9\nEXHm4MqUJPWzlCP0TwLPHjd+G/DZzHwP8DKweSULkyQtTatAj4gLgGuBv2jGA7gSuK+ZZQdwwyAK\nlCS10/YI/Y+B3wC+14y/EziamfPN+AFg/QrXJklagsjMxWeI+Dngmsz8RERMAr8ObAIebU63EBEX\nAg9m5iVv8vwtwBaA0dHRy6anpwGYm5tjZGRk5bZkFbIH9gDgyEvHOPxq9+sdX39u9yttzB489rrx\n0bMZSg+60qbXi+0LU1NTezNzot8y2nz1/4PAdRFxDXAW8HbgT4C1EbGmOUq/ADj4Zk/OzO3AdoCJ\niYmcnJwEYGZmhteGT1f2wB4AfO7zO7l9tvu7cOy/ZbLzdb5m4df8t47PD6UHXWnT65XYF/qecsnM\n38rMCzJzDLgJ+Epm3gLsBm5sZtsI7FxWJZKkZVnOdei/CXwqIvbRO6d+58qUJEk6GUt6j5OZM8BM\nM/wicPnKlyRJOhl+U1SSijDQJakIA12SijDQJakIA12SijDQJakIA12SijDQJakIA12SijDQJakI\nA12SijDQJakIA12Siqh7R3lJixpb8EcmtPp5hC5JRRjoklSEgS5JRRjoklSEgS5JRRjoklSEgS5J\nRRjoklSEgS5JRRjoklSEgS5JRRjoklSEgS5JRRjoklSEgS5JRRjoklSEgS5JRRjoklSEgS5JRRjo\nklSEgS5JRRjoklSEgS5JRRjoklRE30CPiLMi4usR8Y2IeDoifq+ZflFEPBYR+yLinog4c/DlSpJO\npM0R+neAKzPzJ4CfBK6OiCuA24DPZuZ7gJeBzYMrU5LUT99Az565ZvStzU8CVwL3NdN3ADcMpEJJ\nUiutzqFHxBkR8QRwBHgIeAE4mpnzzSwHgPWDKVGS1EZkZvuZI9YCfwv8DnB3c7qFiLgQeDAzL3mT\n52wBtgCMjo5eNj09DcDc3BwjIyPL3oDVzB7YA4AjLx3j8KvDrmK4Rs+mdA/G15/bd57F9oWpqam9\nmTnRbxlrllJUZh6NiN3AB4C1EbGmOUq/ADh4gudsB7YDTExM5OTkJAAzMzO8Nny6sgf2AOBzn9/J\n7bNL2hXL2To+X7oH+2+Z7DvPSuwLba5yeVdzZE5EnA18GHgW2A3c2My2Edi5rEokScvS5lfi+cCO\niDiD3i+AezPz/oh4BpiOiD8EHgfuHGCdkqQ++gZ6Zj4JXPom018ELh9EUZKkpfObopJUhIEuSUUY\n6JJUhIEuSUUY6JJUhIEuSUUY6JJUhIEuSUUY6JJUhIEuSUUY6JJUhIEuSUUY6JJUhIEuSUUY6JJU\nhIEuSUUY6JJUhIEuSUUY6JJUhIEuSUUY6JJUhIEuSUUY6JJUxJphF6BTz9i2Bzpb19bxeTYdt779\nt17b2bqP1+U2L7R1fGirVjEeoUtSEQa6JBVhoEtSEQa6JBVhoEtSEQa6JBVhoEtSEQa6JBVhoEtS\nEQa6JBVhoEtSEQa6JBVhoEtSEQa6JBXRN9Aj4sKI2B0Rz0TE0xHxyWb6OyLioYh4vvn3vMGXK0k6\nkTZH6PPA1szcAFwB/HJEbAC2AQ9n5sXAw824JGlI+gZ6Zh7KzH9uhv8beBZYD1wP7Ghm2wHcMKgi\nJUn9LekcekSMAZcCjwGjmXmoeehbwOiKViZJWpLIzHYzRowA/wD8UWb+TUQczcy1xz3+cma+4Tx6\nRGwBtgCMjo5eNj09DcDc3BwjIyMrsAmr16nag9mDxzpb1+jZcPjVH4yPrz+3s3Ufr8ttXmhhD05H\n1XvQ5nW9WB5MTU3tzcyJfstoFegR8VbgfuDLmfmZZtpzwGRmHoqI84GZzHzfYsuZmJjIPXv2ADAz\nM8Pk5GTfdVd2qvag678pevvsD/607en5N0Vf34PTUfUetHldL5YHEdEq0Ntc5RLAncCzr4V5Yxew\nsRneCOzstyxJ0uC0+ZX4QeAXgNmIeKKZ9tvArcC9EbEZ+CbwkcGUKElqo2+gZ+Y/AnGCh69a2XJO\nPYN8K751fJ5Niyx/WKcfJK1OflNUkoow0CWpCANdkoow0CWpiLoXfmpVGub14NJq5xG6JBVhoEtS\nEQa6JBVhoEtSEQa6JBVhoEtSEQa6JBVhoEtSEQa6JBVhoEtSEQa6JBVhoEtSEQa6JBVhoEtSEQa6\nJBVhoEtSEQa6JBVhoEtSEQa6JBVhoEtSEQa6JBVhoEtSEQa6JBVhoEtSEQa6JBVhoEtSEQa6JBVh\noEtSEQa6JBVhoEtSEQa6JBVhoEtSEQa6JBXRN9Aj4q6IOBIRTx037R0R8VBEPN/8e95gy5Qk9dPm\nCP1u4OoF07YBD2fmxcDDzbgkaYj6BnpmPgK8tGDy9cCOZngHcMMK1yVJWqKTPYc+mpmHmuFvAaMr\nVI8k6SRFZvafKWIMuD8zL2nGj2bm2uMefzkz3/Q8ekRsAbYAjI6OXjY9PQ3A3NwcIyMjy61/4GYP\nHhvYskfPhsOvnvjx8fXnDmzdixnkNi/UrwenA3tQvwdt9uXFMnFqampvZk70W8aapZcGwOGIOD8z\nD0XE+cCRE82YmduB7QATExM5OTkJwMzMDK8Nn8o2bXtgYMveOj7P7bMn/i/Yf8vkwNa9mEFu80L9\nenA6sAf1e9BmX16JTDzZUy67gI3N8EZg57KqkCQtW5vLFr8IfA14X0QciIjNwK3AhyPieeBDzbgk\naYj6vsfJzJtP8NBVK1yLJGkZ/KaoJBVhoEtSEQa6JBVhoEtSEXUv/CxgrMPrwSWtfh6hS1IRBrok\nFWGgS1IRBrokFWGgS1IRBrokFWGgS1IRBrokFWGgS1IRBrokFWGgS1IRBrokFWGgS1IRBrokFWGg\nS1IRBrokFWGgS1IRBrokFWGgS1IRBrokFWGgS1IRBrokFWGgS1IRa4ZdQFtj2x4YdgmSdErzCF2S\nijDQJakIA12SijDQJakIA12SijDQJakIA12SijDQJakIA12SilhWoEfE1RHxXETsi4htK1WUJGnp\nTjrQI+IM4A7gZ4ENwM0RsWGlCpMkLc1yjtAvB/Zl5ouZ+X/ANHD9ypQlSVqq5QT6euDfjxs/0EyT\nJA3BwO+2GBFbgC3N6FxEPNcMrwO+Pej1n8p+zR7YA+wB1O9B3NZqtsV68GNtFrCcQD8IXHjc+AXN\ntNfJzO3A9oXTI2JPZk4sY/2rnj2wB2APwB7AyvRgOadc/gm4OCIuiogzgZuAXcspRpJ08k76CD0z\n5yPiV4AvA2cAd2Xm0ytWmSRpSZZ1Dj0zvwR86SSf/obTMKche2APwB6APYAV6EFk5koUIkkaMr/6\nL0lFDDzQ+90eICJ+KCLuaR5/LCLGBl1Tl1ps/6ci4pmIeDIiHo6IVpcnrSZtbxERET8fERkR5a52\naNODiPhI81p4OiK+0HWNg9ZiX/jRiNgdEY83+8M1w6hzkCLirog4EhFPneDxiIg/bXr0ZES8f0kr\nyMyB/dD7sPQF4N3AmcA3gA0L5vkE8GfN8E3APYOsqcuflts/BfxwM/zxStvftgfNfG8DHgEeBSaG\nXfcQXgcXA48D5zXjPzLsuofQg+3Ax5vhDcD+Ydc9gD78FPB+4KkTPH4N8CAQwBXAY0tZ/qCP0Nvc\nHuB6YEczfB9wVUTEgOvqSt/tz8zdmfk/zeij9K7nr6TtLSL+ALgN+N8ui+tImx78EnBHZr4MkJlH\nOq5x0Nr0IIG3N8PnAv/RYX2dyMxHgJcWmeV64C+z51FgbUSc33b5gw70NrcH+P48mTkPHAPeOeC6\nurLU2yNspvfbuZK+PWjeVl6YmQ90WViH2rwO3gu8NyK+GhGPRsTVnVXXjTY9+F3goxFxgN7Vc7/a\nTWmnlGXdUmXgX/1XOxHxUWAC+Olh19KliHgL8Blg05BLGbY19E67TNJ7l/ZIRIxn5tGhVtWtm4G7\nM/P2iPgA8FcRcUlmfm/Yha0Wgz5Cb3N7gO/PExFr6L3V+q8B19WVVrdHiIgPAZ8GrsvM73RUW1f6\n9eBtwCXATETsp3fecFexD0bbvA4OALsy87uZ+a/Av9AL+Cra9GAzcC9AZn4NOIve/U1OJ60y40QG\nHehtbg+wC9jYDN8IfCWbTwcK6Lv9EXEp8Of0wrzaeVPo04PMPJaZ6zJzLDPH6H2OcF1m7hlOuQPR\nZj/4O3pH50TEOnqnYF7sssgBa9ODfwOuAoiIH6cX6P/ZaZXDtwv4xeZqlyuAY5l5qPWzO/hU9xp6\nRxsvAJ9upv0+vZ0Wev9pfw3sA74OvHvYn0R3vP1/DxwGnmh+dg275q57sGDeGYpd5dLydRD0Tj09\nA8wCNw275iH0YAPwVXpXwDwB/Mywax5AD74IHAK+S+9d2WbgY8DHjnsd3NH0aHap+4LfFJWkIvym\nqCQVYaBLUhEGuiQVYaBLUhEGuiQVYaBLUhEGuiQVYaBLUhH/D12zKnn6W6zlAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "assl = genius_lyrics('https://genius.com/The-beatles-aint-she-sweet-lyrics')\n", - "assl" + "beatles_tracks['valence'].hist()" ] }, { "cell_type": "code", - "execution_count": 49, - "metadata": { - "collapsed": false - }, + "execution_count": 22, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'_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": 49, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKsJAl6QiDHRJKsJAl6Qi/h9fny9m92IivAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "for gsong in genius_tracks.find():\n", - " if 'lyrics' not in gsong:\n", - " lyrics, original_lyrics = genius_lyrics(gsong['url'])\n", - " genius_tracks.update_one({'_id': gsong['_id']}, \n", - " {'$set': {'lyrics': lyrics, 'original_lyrics': original_lyrics}})\n", - "genius_tracks.find_one({}, ['title', 'lyrics', 'original_lyrics'])" + "stones_tracks['valence'].hist()" ] }, { "cell_type": "code", - "execution_count": 50, - "metadata": { - "collapsed": false - }, + "execution_count": 23, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "'original_lyrics_text'" + "" ] }, - "execution_count": 50, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAEWtJREFUeJzt3X+M5Hddx/Hnmx7I2S3XQmFyOSoLWsCzC8VbEUNidvmV\ns420BELaAOmF4iJSJHH/8AIaq0g81KMxkURP2/Q0wlIrhNoWSK23NCUU3IOj22sDtGXVnvXOQnuy\ntaKLb//Y78Fy3Ha+MzvfmW8/fT6SyX2/3/nMfl/33bnXfec73/lOZCaSpCe+p4w6gCRpMCx0SSqE\nhS5JhbDQJakQFrokFcJCl6RCWOiSVAgLXZIKYaFLUiE2DXNlZ599do6PjwPw6KOPcvrppw9z9V21\nMRO0M5eZ6mtjrjZmgnbmakOmgwcPPpSZz+46MDOHdtuxY0eecODAgWybNmbKbGcuM9XXxlxtzJTZ\nzlxtyAQsZI2O9ZCLJBXCQpekQljoklQIC12SCmGhS1IhLHRJKoSFLkmFsNAlqRAWuiQVYqgf/d+I\n8d03Nb6O2YkVdp1iPUt7Lmx83ZK0Ue6hS1IhLHRJKoSFLkmFsNAlqRAWuiQVwkKXpEJY6JJUCAtd\nkgrRtdAj4ukR8aWI+GpEHI6I362WPz8ivhgR90bExyPiac3HlSStp84e+neBV2XmS4HzgZ0R8Qrg\nQ8BVmflTwMPA5c3FlCR107XQq+8oXa5mn1rdEngVcH21fD9wcSMJJUm11DqGHhGnRcQh4BhwC3Af\n8EhmrlRDHgC2NRNRklRHZGb9wRFnAp8Efhu4tjrcQkScA3w6M887xWNmgBmATqezY25uDoDl5WXG\nxsZqr3vxyPHaY/vV2QxHH/vR5RPbtjS+7sfT67YaBjPV18ZcbcwE7czVhkzT09MHM3Oy27ierraY\nmY9ExAHgF4AzI2JTtZf+XODIOo/ZB+wDmJyczKmpKQDm5+c5MV3Hqa6COGizEyvsXfzRTbL0lqnG\n1/14et1Ww2Cm+tqYq42ZoJ252phpPXXOcnl2tWdORGwGXgvcAxwA3lQNuwz4VFMhJUnd1dlD3wrs\nj4jTWP0P4LrMvDEi7gbmIuL3ga8AVzeYU5LURddCz8w7gZedYvn9wMubCCVJ6p2fFJWkQljoklQI\nC12SCmGhS1IhLHRJKoSFLkmFsNAlqRAWuiQVwkKXpEJY6JJUCAtdkgphoUtSISx0SSqEhS5JhbDQ\nJakQFrokFcJCl6RCWOiSVAgLXZIKYaFLUiEsdEkqxKZRB3giGN9900jWu7TnwpGsV9ITk3voklSI\nroUeEedExIGIuDsiDkfEe6vlV0bEkYg4VN0uaD6uJGk9dQ65rACzmfnliDgDOBgRt1T3XZWZf9xc\nPElSXV0LPTMfBB6spr8TEfcA25oOJknqTU/H0CNiHHgZ8MVq0RURcWdEXBMRZw04mySpB5GZ9QZG\njAGfAz6YmZ+IiA7wEJDAB4Ctmfn2UzxuBpgB6HQ6O+bm5gBYXl5mbGysdtDFI8drj+1XZzMcfazx\n1dQ2sW0L0Pu2GgYz1dfGXG3MBO3M1YZM09PTBzNzstu4WoUeEU8FbgQ+m5kfPsX948CNmXne4/2c\nycnJXFhYAGB+fp6pqamu6z5hGKcOzk6ssHexPWdynjhtsddtNQxmqq+NudqYCdqZqw2ZIqJWodc5\nyyWAq4F71pZ5RGxdM+wNwF39BJUkDUad3dFXAm8DFiPiULXsfcClEXE+q4dcloB3NpJQklRLnbNc\nbgfiFHfdPPg4kqR++UlRSSqEhS5JhbDQJakQFrokFcJCl6RCWOiSVAgLXZIKYaFLUiEsdEkqhIUu\nSYWw0CWpEBa6JBXCQpekQljoklQIC12SCmGhS1IhLHRJKoSFLkmFsNAlqRAWuiQVwkKXpEJsGnUA\nrW98900AzE6ssKuaboumMi3tuXDgP1N6snAPXZIKYaFLUiG6FnpEnBMRByLi7og4HBHvrZY/MyJu\niYhvVH+e1XxcSdJ66uyhrwCzmbkdeAXw7ojYDuwGbs3Mc4Fbq3lJ0oh0LfTMfDAzv1xNfwe4B9gG\nXATsr4btBy5uKqQkqbvIzPqDI8aB24DzgH/JzDOr5QE8fGL+pMfMADMAnU5nx9zcHADLy8uMjY3V\nXvfikeO1x/arsxmOPtb4anrWxlxNZZrYtqXvx/b6nBqWNuZqYyZoZ642ZJqenj6YmZPdxtUu9IgY\nAz4HfDAzPxERj6wt8Ih4ODMf9zj65ORkLiwsADA/P8/U1FStdcMPTuFr0uzECnsX23cmZxtzNZVp\nI6ct9vqcGpY25mpjJmhnrjZkiohahV7rLJeIeCrwd8DfZOYnqsVHI2Jrdf9W4Fi/YSVJG1fnLJcA\nrgbuycwPr7nrBuCyavoy4FODjydJqqvOa+ZXAm8DFiPiULXsfcAe4LqIuBz4Z+DNzUSUJNXRtdAz\n83Yg1rn71YONI0nql58UlaRCWOiSVAgLXZIKYaFLUiEsdEkqhIUuSYWw0CWpEBa6JBXCQpekQljo\nklQIC12SCmGhS1IhLHRJKoSFLkmFsNAlqRAWuiQVwkKXpEJY6JJUCAtdkgphoUtSISx0SSqEhS5J\nhbDQJakQXQs9Iq6JiGMRcdeaZVdGxJGIOFTdLmg2piSpmzp76NcCO0+x/KrMPL+63TzYWJKkXnUt\n9My8Dfj2ELJIkjZgI8fQr4iIO6tDMmcNLJEkqS+Rmd0HRYwDN2bmedV8B3gISOADwNbMfPs6j50B\nZgA6nc6Oubk5AJaXlxkbG6sddPHI8dpj+9XZDEcfa3w1PWtjrqYyTWzb0vdje31ODUsbc7UxE7Qz\nVxsyTU9PH8zMyW7j+ir0uvedbHJyMhcWFgCYn59namqq67pPGN99U+2x/ZqdWGHv4qbG19OrNuZq\nKtPSngv7fmyvz6lhaWOuNmaCduZqQ6aIqFXofR1yiYita2bfANy13lhJ0nB03cWKiI8BU8DZEfEA\n8DvAVEScz+ohlyXgnQ1mlCTV0LXQM/PSUyy+uoEskqQN8JOiklQIC12SCmGhS1IhLHRJKoSFLkmF\nsNAlqRAWuiQVwkKXpEJY6JJUCAtdkgphoUtSISx0SSqEhS5JhbDQJakQ7foaHD3pbeSbqWYnVtjV\n5+M38k1JT1TD+Baw9TwZt/cwuIcuSYWw0CWpEBa6JBXCQpekQljoklQIC12SCmGhS1IhLHRJKkTX\nQo+IayLiWETctWbZMyPiloj4RvXnWc3GlCR1U2cP/Vpg50nLdgO3Zua5wK3VvCRphLoWembeBnz7\npMUXAfur6f3AxQPOJUnqUb/H0DuZ+WA1/e9AZ0B5JEl9iszsPihiHLgxM8+r5h/JzDPX3P9wZp7y\nOHpEzAAzAJ1OZ8fc3BwAy8vLjI2N1Q66eOR47bH96myGo481vpqetTFXaZkmtm0ZbJg1en2uD8Py\n8jLfPP69ka1/ve3d1m016kzT09MHM3Oy27h+r7Z4NCK2ZuaDEbEVOLbewMzcB+wDmJyczKmpKQDm\n5+c5MV1Hv1fR68XsxAp7F9t3Aco25iot09JbpgYbZo1en+vDMD8/z97bHx3Z+tfb3m3dVm3LtJ5+\nD7ncAFxWTV8GfGowcSRJ/apz2uLHgC8AL4qIByLicmAP8NqI+AbwmmpekjRCXV+fZual69z16gFn\nkSRtgJ8UlaRCWOiSVAgLXZIKYaFLUiEsdEkqhIUuSYWw0CWpEBa6JBXCQpekQljoklQIC12SCmGh\nS1IhLHRJKoSFLkmFsNAlqRDt+g4x6UlofAhfr3iy2YkVRvnPf72/8+zESqNfN7m058LGfnYbuIcu\nSYWw0CWpEBa6JBXCQpekQljoklQIC12SCmGhS1IhLHRJKsSGPlkQEUvAd4DvASuZOTmIUJKk3g3i\no2LTmfnQAH6OJGkDPOQiSYWIzOz/wRHfBB4GEvjzzNx3ijEzwAxAp9PZMTc3B8Dy8jJjY2O117V4\n5HjfOevqbIajjzW+mp61MZeZ6mtjrjZmguZzTWzb0vNjeu2qJkxPTx+sc0h7o4W+LTOPRMRzgFuA\n92TmbeuNn5yczIWFBQDm5+eZmpqqva5hXMBodmKFvYvtu15ZG3OZqb425mpjJmg+Vz8X5+q1q5oQ\nEbUKfUOHXDLzSPXnMeCTwMs38vMkSf3ru9Aj4vSIOOPENPA64K5BBZMk9WYjr206wCcj4sTP+Whm\nfmYgqSRJPeu70DPzfuClA8wiSdoAT1uUpEJY6JJUCAtdkgphoUtSISx0SSqEhS5JhbDQJakQ7buY\ngyQ1pJ9rQs1OrLBrANeS6uc6Mr1yD12SCmGhS1IhLHRJKoSFLkmFsNAlqRAWuiQVwkKXpEJY6JJU\nCAtdkgphoUtSISx0SSqEhS5JhbDQJakQFrokFcJCl6RCbKjQI2JnRHwtIu6NiN2DCiVJ6l3fhR4R\npwEfAX4J2A5cGhHbBxVMktSbjeyhvxy4NzPvz8z/AeaAiwYTS5LUq40U+jbgX9fMP1AtkySNQGRm\nfw+MeBOwMzPfUc2/Dfj5zLzipHEzwEw1+yLga9X02cBDfa28OW3MBO3MZab62pirjZmgnbnakOl5\nmfnsboM28iXRR4Bz1sw/t1r2QzJzH7Dv5OURsZCZkxtY/8C1MRO0M5eZ6mtjrjZmgnbmamOm9Wzk\nkMs/AedGxPMj4mnAJcANg4klSepV33vombkSEVcAnwVOA67JzMMDSyZJ6slGDrmQmTcDN/f58B85\nDNMCbcwE7cxlpvramKuNmaCdudqY6ZT6flNUktQufvRfkgrReKF3uzxARPxYRHy8uv+LETHegky/\nGBFfjoiV6vTMxtXI9BsRcXdE3BkRt0bE81qS61cjYjEiDkXE7cP4tHDdS05ExBsjIiNiKGco1NhW\nuyLiP6ptdSgi3jHqTNWYN1fPrcMR8dFRZ4qIq9Zso69HxCNNZ6qZ6yci4kBEfKX6d3jBMHL1JDMb\nu7H6Zul9wAuApwFfBbafNObXgD+rpi8BPt6CTOPAS4C/At7UZJ4eMk0DP15Nv6vp7dRDrmesmX49\n8JlRZ6rGnQHcBtwBTLZkW+0C/rTpLD1mOhf4CnBWNf+cUWc6afx7WD3hog3bah/wrmp6O7A0rN9l\n3VvTe+h1Lg9wEbC/mr4eeHVExCgzZeZSZt4J/F+DOXrNdCAz/6uavYPV8/7bkOs/18yeDjT9pkzd\nS058APgQ8N8N5+k11zDVyfQrwEcy82GAzDzWgkxrXQp8rOFMdXMl8Ixqegvwb0PI1ZOmC73O5QG+\nPyYzV4DjwLNGnGnYes10OfDpRhOtqpUrIt4dEfcBfwj8+qgzRcTPAudk5k0NZ+kpV+WN1cv16yPi\nnFPcP+xMLwReGBGfj4g7ImJnCzIBUB1WfD7wjw1nqpvrSuCtEfEAq2f3vWcIuXrim6JPMBHxVmAS\n+KNRZzkhMz+SmT8J/CbwW6PMEhFPAT4MzI4yxzr+HhjPzJcAt/CDV6ajtInVwy5TrO4N/0VEnDnS\nRD9wCXB9Zn5v1EEqlwLXZuZzgQuAv66eb63RdJg6lwf4/piI2MTqS5lvjTjTsNXKFBGvAd4PvD4z\nv9uWXGvMARc3mqh7pjOA84D5iFgCXgHcMIQ3Rrtuq8z81prf218CO0adidU90Rsy838z85vA11kt\n+FFmOuEShnO4Berluhy4DiAzvwA8ndXrvLRHw280bALuZ/Vl04k3Gn7mpDHv5offFL1u1JnWjL2W\n4bwpWmc7vYzVN23ObTpPj7nOXTP9y8DCqDOdNH6e4bwpWmdbbV0z/QbgjhZk2gnsr6bPZvWww7NG\n/fsDXgwsUX1WpiW/v08Du6rpn2b1GPpQ8tX+ewxhQ13A6v/69wHvr5b9Hqt7mbD6v9zfAvcCXwJe\n0IJMP8fqnsujrL5aONyCTP8AHAUOVbcbhvIE6Z7rT4DDVaYDj1euw8p00tihFHrNbfUH1bb6arWt\nXtyCTMHqIaq7gUXgklFnquavBPYM4/fWw7baDny++v0dAl43zHx1bn5SVJIK0aoD+pKk/lnoklQI\nC12SCmGhS1IhLHRJKoSFLkmFsNAlqRAWuiQV4v8Bxcg1f/kQdZwAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "genius_tracks.create_index([('original_lyrics', pymongo.TEXT)])" + "radiohead_tracks['valence'].hist()" ] }, { "cell_type": "code", - "execution_count": 51, - "metadata": { - "collapsed": false, - "scrolled": true - }, + "execution_count": 24, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[\"\\n\\nClaudine's back in jail again\\nClaudine's back in jail (again)\\nClaudine's back in jail again\\nClaudine\\n\\nClaudine's back in jail again\\nClaudine's back in jail (again)\\nShe only does it at weekends\\nClaudine\\nOh, Claudine\\n\\nNow only Spider knows for sure\\nBut he ain't talkin' about it any more\\nIs he, Claudine?\\n\\nThere's blood in the chalet\\nAnd blood in the snow\\n(She)Washed her hands of the whole damn show\\nThe best thing you could do, Claudine\\n\\nShot him once right through the head\\nShot him twice right through the chest\\nThe judge says (ruled) it was an accident\\nClaudine\\nAccidents will happen\\n(In the best homes)\\n\\nAnd Claudine's back in jail again\\nClaudine's back in jail again\\nClaudine's back in jail again\\nClaudine\\n\\n(Claudine's back in jail again\\nClaudine's back in jail again\\nClaudine's back in jail again\\n\\nClaudine) (additional chorus)\\nI'll tell you something\\nNow Claudine's back in jail again\\nClaudine's back in jail again\\nClaudine's back in jail again\\nClaudine\\n\\nTell you one more\\n\\nClaudine's back in jail again\\nClaudine's back in jail again\\nClaudine's back in jail again\\nHuh Claudine?\\n\\nOh Claudine...\\n\\nOooo ...\\nWhat about the children, baby?\\nPoor, poor children\\n\\nNow I threaten my wife with a gun\\nI always leave the safety on\\nI recommend it\\nClaudine\\n\\nNow she pistol whipped me once or twice\\nBut she never tried to take my life\\n(What do you think about that)\\nClaudine\\n\\nThe prettiest girl I ever seen\\nI saw you on the movie screen\\nHope you don't try to make a sacrifice of me\\nClaudine\\n(Don't get trigger happy with me)\\nDon't wave a gun at me\\n(Claudine)\\n\\nI said Claudine's back in jail again\\nClaudine's back in jail again\\nClaudine's back in jail again\\nClaudine\\n\\nI said Claudine's back in jail again\\nClaudine's back in jail again\\nShe only does it at weekends\\nClaudine\\n\\nKeith, will you put that weapon down?\\n\\nOh Claudine\\n\\nOh Claudine\\n\\n\",\n", - " \"\\n\\n[Verse 1]\\nI'm not talking about the kind of clothes she wears\\nLook at that stupid girl\\nI'm not talking about the way she combs her hair\\nLook at that stupid girl\\n\\nThe way she powders her nose\\nHer vanity shows and it shows\\nShe's the worst thing in this world\\nWell, look at that stupid girl\\n\\n[Verse 2]\\nI'm not talking about the way she digs for gold\\nLook at that stupid girl\\nWell, I'm talking about the way she grabs and holds\\nLook at that stupid girl\\n\\nThe way she talks about someone else\\nThat she don't even know herself\\nShe's the sickest thing in this world\\nWell, look at that stupid girl\\n\\n[Chorus]\\nWell, I'm sick and tired and I really have my doubts\\nI've tried and tried, but it never really works out\\n\\n[Verse 3]\\nLike a lady-in-waiting to a virgin queen\\nLook at that stupid girl\\nShe bitches about things that she's never seen\\nLook at that stupid girl\\n\\nIt doesn't matter if she dyes her hair\\nOr the color of the shoes she wears\\nShe's the worst thing in this world\\nWell, look at that stupid girl\\n\\n[Guitar Break]\\n\\n[Verse 4]\\nLike a lady-in-waiting to a virgin queen\\nLook at that stupid girl\\nShe bitches about things that she's never seen\\nLook at that stupid girl\\n\\nAnd she purrs like a pussycat\\nThen she turns around and hisses back\\nShe's the sickest thing in this world\\nLook at that stupid girl\\n\\n\",\n", - " \"\\n\\n[Verse 1]\\nWent out walking through the wood the other day\\nAnd the world was a carpet laid before me\\nThe buds were bursting and the air smelled sweet and strange\\nAnd it seemed about a hundred years ago\\nMary and I, we would sit upon a gate\\nJust gazing at some dragon in the sky\\nWhat tender days, we had no secrets hid away\\nWell, it seemed about a hundred years ago\\nNow all my friends are wearing worried smiles\\nLiving out a dream of what they was\\nDon't you think it's sometimes wise not to grow up?\\nWend out walking through the wood the other day\\nCan't you see the furrows in my forehead?\\nWhat tender days, we had no secrets hid away\\nNow it seems about a hundred years ago\\nNow if you see me drinking bad red wine\\nDon't worry 'bout this man that you love\\nDon't you think it's sometimes wise not to grow up?\\n\\n[Chorus]\\nYou're going to kiss and say good-bye, yeah, I warn you[x2]\\nYou're going to kiss and say good-bye, oh Lord, I warn you\\n\\n[Verse 2]\\nAnd please excuse me while I hide away\\nCall me lazy bones\\nIsn’t got no time to waste away\\nLazy bones has not got no time to waste away\\nDon't you think it's just about time to hide away? Yeah, yeah!\\n\\n\",\n", - " \"\\n\\n[Instrument break]\\n\\n[Verse 1]\\nI don't like you\\nBut I love you\\nSeems that I'm always\\nThinking of you\\nOh, oh, oh\\nYou treat me badly\\nI love you madly\\nYou've really got a hold on me\\nYou've really got a hold on me, baby\\n\\n[Verse 2]\\nI don't want you\\nBut I need you\\nDon't want to kiss you\\nBut I need to\\nOh, oh, oh\\nYou do me wrong now\\nMy love is strong now\\nYou've really got a hold on me\\nYou've really got a hold on me, baby\\n\\n[Chorus]\\nI love you and all I want you to do\\nIs just hold me, hold me, hold me, hold me\\nTighter\\nTighter\\n\\n[Verse 3]\\nI want to leave you\\nDon't want to stay here\\nDon't want to spend\\nAnother day here\\nOh, oh, oh, I want to split now\\nI just can quit now\\nYou've really got a hold on me\\nYou've really got a hold on me, baby\\n\\nI love you and all I want you to do\\nIs just hold me, hold me, hold me, hold me\\n\\n[Outro]\\nYou've really got a hold on me\\nYou've really got a hold on me\\n\\n\",\n", - " \"\\n\\n[Verse 1]\\nThe best things in life are free\\nBut you can keep them for the birds and bees\\nNow give me money\\nThat's what I want\\nThat's what I want, yeah\\nThat's what I want\\n\\nYour loving gives me a thrill\\nBut your loving don't pay my bills\\nNow give me money\\nThat's what I want\\nThat's what I want, yeah\\nThat's what I want\\n\\n[Chorus] [x2]\\nMoney don't get everything it's true\\nWhat it don't get, I can't use\\nNow give me money\\nThat's what I want\\nThat's what I want, yeah\\nThat's what I want, wah\\n\\n[Verse 2]\\nWell now give me money\\nA lot of money\\nWow, yeah, I want to be free\\nOh I want money\\nThat's what I want\\nThat's what I want, well\\nNow give me money\\nA lot of money\\nWow, yeah, you need money\\nNow, give me money\\nThat's what I want, yeah\\nThat's what I want\\n\\n\",\n", - " '\\n\\n[Intro]\\nI say hey, Mona\\nOh, Mona\\nI say yeah, yeah, yeah, yeah, Mona\\nOh, Mona\\n\\n[Chorus][x2]\\nI tell you Mona what I want to do\\nI will build a house next door to you\\nCan I see you sometimes?\\nWe can blow kisses through the blinds\\nYeah can I out come out on the front\\nAnd listen to my heart go bumped bump\\nI need you baby that is no lie\\nWithout your love I would surely die\\nI say hey, Mona\\nOh, Mona\\nI say yeah, yeah, yeah, yeah, Mona\\nOh, Mona\\nI say hey, hey Mona\\nOh, Mona\\nI say yeah, yeah, yeah, yeah, Mona\\nOh, Mona\\n\\n',\n", - " \"\\n\\n[Verse 1]\\nNow, if you want to hear some boogie like I am going to play\\nIt is just an old piano and a knockout bass\\nThe drummer's man's a cat, they call Charlie McCoy\\nYou know, remember that rubber legged boy?\\nMama, cooking chicken fried and bacon grease\\nCome on along boys, it is just down the road apiece\\n\\n[Chorus][x2]\\nWell there is a place you really get your kicks\\nIt is open every night about twelve to six\\nNow if you want to hear some boogie you can get your fill\\nAnd shove and sting like an old steam drill\\nCome on along you can lose your lead\\nDown the road, down the road, down the road apiece\\n\\n\",\n", - " \"\\n\\n[Verse 1]\\nSun turnin' 'round with graceful motion\\nWe're setting off with soft explosion\\nBound for a star with fiery oceans\\nIt's so very lonely, you're a hundred light years from home\\nFreezing red deserts turn to dark\\nEnergy here in every part\\nIt's so very lonely, you're six hundred light years from home\\n\\n[Chorus]\\nIt's so very lonely, you're a thousand light years from home\\nIt's so very lonely, you're a thousand light years from home\\n\\n[Verse 2]\\nBell flight fourteen you now can land\\nSee you on Aldebaran, safe on the green desert sand\\nIt's so very lonely, you're two thousand light years from home\\nIt's so very lonely, you're two thousand light years from home\\n\\n\",\n", - " '\\n\\n[Intro]\\nWell if you ever plan to motor west\\nJust take my way that is the highway that is the best\\n\\n[Verse]\\nGet your kicks on Route 66\\nWell it winds from Chicago to L.A\\nMore than 2000 miles all the way\\nGet your kicks on Route 66\\n\\n[Chorus][x2]\\nWell goes from St. Louie down to Missouri\\nOklahoma city looks oh so pretty\\nYou will see Amarillo and Gallup, New Mexico\\nFlagstaff, Arizona do not forget Winona\\nKingman, Barstow, San Bernardino\\nWould you get hip to this kindly tip\\nAnd go take that California trip\\nGet your kicks on Route 66\\n\\n',\n", - " \"\\n\\nWell, they tell me of a pie up in the sky\\nWaiting for me when I die\\nBut between the day you're born and when you die\\nYou know, they never seem to hear even your cry\\n\\nChorus:\\nSo as sure as the sun will shine\\nI'm gonna get my share now what is mine\\nAnd then the harder they come\\nThe harder they fall\\nOne and all\\nThe harder they come\\nThe harder they fall\\nOne and all\\n\\nAnd the oppressors are trying to track me down\\nThey're trying to drive me underground\\nAnd they think that they have got the battle won\\nI say, forgive them Lord, they know not what they've done\\n\\nAnd I keep on fighting for the things I want\\nThough I know that when you're dead you can't\\nBut I'd rather be a free man in my grave\\nThan living as a puppet or a slave\\n\\n\"]" + "" ] }, - "execution_count": 51, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFcJAl6RCGOiSVAgDXZIKYaBLUiH+D+B9dHQ5ISmDAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "[t['original_lyrics'] for t in genius_tracks.find({'$text': {'$search': 'chorus'}}, limit=10)]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Matching datasets\n", - "Now it's time to match up the datasets. First, we simplify the titles of the tracks, to sidestep differences in punctuation, capitalisation, and the like.\n", - "\n", - "* [Top](#top)" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def canonical_name(text):\n", - " t1 = re.sub(' - .*', '', text) # Strip the \" - Remastered 2015\" suffix\n", - " t2 = re.sub('[^\\w\\s]', '', t1) # strip all characters except letters, numbers, and whitespace\n", - " t3 = re.sub('\\s+', ' ', t2) # collapse whitespace\n", - " return t3.lower() # convert to lowercase and return" + "beatles_tracks['valence'].hist(alpha=0.6, color='blue')\n", + "stones_tracks['valence'].hist(alpha=0.6, color='red')\n", + "radiohead_tracks['valence'].hist(alpha=0.6, color='green')" ] }, { "cell_type": "code", - "execution_count": 53, - "metadata": { - "collapsed": false - }, + "execution_count": 31, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "'a hard days night'" + "275" ] }, - "execution_count": 53, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "canonical_name(\"A Hard Day's Night - Live / Remastered\")" + "tracks.find({'artist_id': stones_id, 'valence': {'$exists': True}}).count()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Add the simplified title to each track in the Spotify and Genius collections." + "## Lyrics search\n", + "Now to find the lyrics for each track. \n", + "\n", + "We start by searching for the Genius ID for the artists.\n", + "\n", + "Note that Genius doesn't like Python-generated requests to its API, so we set the header to pretend to be a command-line `curl` request.\n", + "\n", + "* [Top](#top)" ] }, { "cell_type": "code", - "execution_count": 54, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "for t in tracks.find():\n", - " tracks.update_one({'_id': t['_id']}, {'$set': {'ctitle': canonical_name(t['name'])}})\n", - "for t in genius_tracks.find():\n", - " genius_tracks.update_one({'_id': t['_id']}, {'$set': {'ctitle': canonical_name(t['title'])}})" - ] - }, - { - "cell_type": "markdown", + "execution_count": 25, "metadata": {}, + "outputs": [], "source": [ - "Now to see what the differences are. Find the tracks that are in both collections, and tracks that are in only one." + "def genius_artist_search(artist_name, per_page=20):\n", + " query = urllib.parse.urlencode({'q': artist_name,\n", + " 'per_page': str(per_page)\n", + " })\n", + " headers = {'Accept': 'application/json',\n", + " 'Authorization': 'Bearer ' + config['genius']['token'],\n", + " 'User-Agent': 'curl/7.9.8 (i686-pc-linux-gnu) libcurl 7.9.8 (OpenSSL 0.9.6b) (ipv6 enabled)'}\n", + " request = urllib.request.Request('https://api.genius.com/search?{}'.format(query), \n", + " headers=headers,\n", + " method='GET')\n", + " with urllib.request.urlopen(request) as f:\n", + " response = json.loads(f.read().decode('utf-8'))\n", + " return response" ] }, { "cell_type": "code", - "execution_count": 55, - "metadata": { - "collapsed": false - }, + "execution_count": 26, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(489, 559, 57)" + "586" ] }, - "execution_count": 55, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "in_both = set(g['ctitle'] for g in genius_tracks.find({}, ['ctitle']) if tracks.find({'ctitle': g['ctitle']}).count())\n", - "genius_only = set(g['ctitle'] for g in genius_tracks.find({}, ['ctitle']) if not tracks.find({'ctitle': g['ctitle']}).count())\n", - "spotify_only = set(s['ctitle'] for s in tracks.find({}, ['ctitle']) if not genius_tracks.find({'ctitle': s['ctitle']}).count())\n", - "len(in_both), len(genius_only), len(spotify_only)" + "response = genius_artist_search('the beatles')\n", + "beatles_genius_id = [hit['result']['primary_artist']['id'] for hit in response['response']['hits']][0]\n", + "beatles_genius_id" ] }, { "cell_type": "code", - "execution_count": 56, - "metadata": { - "collapsed": false, - "scrolled": true - }, + "execution_count": 27, + "metadata": {}, "outputs": [ { "data": { "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", - " 'give up the ghost thriller houseghost remix',\n", - " 'good evening mrs magpie modeselektor 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", - " 'remyxomatosis cristian vogel rmx',\n", - " 'revolution 1',\n", - " 'sea of holes',\n", - " 'sea of monsters',\n", - " 'sea of time',\n", - " 'separator anstam rmx',\n", - " 'separator four tet rmx',\n", - " 'skttrbrain four tet remix',\n", - " 'the national anthem live in france',\n", - " 'tkol altrice rmx',\n", - " 'true love waits live in oslo',\n", - " 'untitled',\n", - " 'when im sixty four'}" + "774" ] }, - "execution_count": 56, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "spotify_only" + "response = genius_artist_search('rolling stones')\n", + "stones_genius_id = [hit['result']['primary_artist']['id'] for hit in response['response']['hits']][0]\n", + "stones_genius_id" ] }, { "cell_type": "code", - "execution_count": 57, - "metadata": { - "collapsed": false - }, + "execution_count": 28, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'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 punchup at a wedding',\n", - " 'a reminder',\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", - " 'being for the benefit of mr kite take 7',\n", - " 'being for the benefit of mr kite takes 1 2',\n", - " 'being for the benefit of mr kitei want you shes so heavyhelter skelter',\n", - " 'besame mucho',\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", - " 'set fire to that lot speech',\n", - " 'sgt peppers lonely hearts club band band documentary multimedia',\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 amazing sounds of orgy',\n", - " 'the beatles 1968 christmas record',\n", - " 'the beatles christmas record',\n", - " 'the beatles seventh christmas record',\n", - " 'the beatles third christmas record',\n", - " 'the butcher',\n", - " 'the daily mail',\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", - " 'words of love ep',\n", - " 'worrywort',\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", - " 'you never wash up after yourself',\n", - " 'youll be mine',\n", - " 'young blood',\n", - " 'youve got a hold on me',\n", - " 'yove got to hide your love away'}" + "604" ] }, - "execution_count": 57, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "genius_only" + "response = genius_artist_search('radiohead')\n", + "radiohead_genius_id = [hit['result']['primary_artist']['id'] for hit in response['response']['hits']][0]\n", + "radiohead_genius_id" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now get the song information for each track for each artist. Note that Genius keeps lots of things to do with artists, including sleeve notes and the like. We're just after the lyrics." ] }, { "cell_type": "code", - "execution_count": 58, - "metadata": { - "collapsed": false - }, + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "def genius_song_search(artist_id):\n", + " songs = pd.DataFrame()\n", + " page = 1\n", + " while page:\n", + " query = urllib.parse.urlencode({'page': page, 'per_page': 20})\n", + " headers = {'Accept': 'application/json',\n", + " 'Authorization': 'Bearer ' + config['genius']['token'],\n", + " 'User-Agent': 'curl/7.9.8 (i686-pc-linux-gnu) libcurl 7.9.8 (OpenSSL 0.9.6b) (ipv6 enabled)'}\n", + " request = urllib.request.Request('https://api.genius.com/artists/{id}/songs?{query}'.format(id=artist_id,\n", + " query=query), \n", + " headers=headers,\n", + " method='GET')\n", + " with urllib.request.urlopen(request) as f:\n", + " response = json.loads(f.read().decode('utf-8'))\n", + " page = response['response']['next_page']\n", + " for song in response['response']['songs']:\n", + " if song['path'].endswith('lyrics'):\n", + " song['_id'] = song['id']\n", + " genius_tracks.replace_one({'_id': song['id']}, song, upsert=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['revolution', 'revolution i']" + "1071" ] }, - "execution_count": 58, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "[t for t in genius_only if 'revolution' in t]" + "genius_song_search(beatles_genius_id)\n", + "genius_tracks.find().count()" ] }, { "cell_type": "code", - "execution_count": 59, - "metadata": { - "collapsed": false - }, + "execution_count": 44, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['revolution 1']" + "1071" ] }, - "execution_count": 59, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "[t for t in spotify_only if 'revolution' in t]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Manually fix a couple of errors." + "genius_song_search(stones_genius_id)\n", + "genius_tracks.find().count()" ] }, { "cell_type": "code", - "execution_count": 52, - "metadata": { - "collapsed": false - }, + "execution_count": 44, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "1071" ] }, - "execution_count": 52, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "genius_tracks.update_many({'ctitle': 'revolution i'}, \n", - " {'$set': {'ctitle': 'revolution 1'}})\n", - "genius_tracks.update_many({'ctitle': 'when im sixtyfour'}, \n", - " {'$set': {'ctitle': 'when im sixty four'}})\n", - "genius_tracks.update_many({'ctitle': 'packt like sardines in a crushd tin box'}, \n", - " {'$set': {'ctitle': 'packt like sardines in a crushed tin box'}})\n", - "genius_tracks.update_many({'ctitle': 'a punchup at a wedding'}, \n", - " {'$set': {'ctitle': 'a punch up at a wedding'}})\n", - "genius_tracks.update_many({'ctitle': 'dollars cents'}, \n", - " {'$set': {'ctitle': 'dollars and cents'}})\n", - "genius_tracks.update_many({'ctitle': 'bullet proofi wish i was'}, \n", - " {'$set': {'ctitle': 'bullet proof i wish i was'}})" + "genius_song_search(radiohead_genius_id)\n", + "genius_tracks.find().count()" ] }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'_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", + " 'image_url': 'https://images.genius.com/ad1f59e8a03be4eb521e88015d15d6e8.200x200x1.jpg',\n", + " 'is_meme_verified': False,\n", + " 'is_verified': False,\n", + " 'name': 'The Beatles',\n", + " 'url': 'https://genius.com/artists/The-beatles'},\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': 'All Together on the Wireless Machine',\n", + " 'url': 'https://genius.com/The-beatles-all-together-on-the-wireless-machine-lyrics'}" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "genius_tracks.find_one()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, "metadata": { - "collapsed": false + "scrolled": false }, "outputs": [ { "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
0123456789...1061106210631064106510661067106810691070
_id149776821031512353312353711772221028413363941079151308579123808...31048331326931304323893451245984311907310293310289106069310543
annotation_count1154611611...111411411615
api_path/songs/1497768/songs/210315/songs/123533/songs/123537/songs/117722/songs/210284/songs/1336394/songs/107915/songs/1308579/songs/123808.../songs/310483/songs/313269/songs/313043/songs/2389345/songs/1245984/songs/311907/songs/310293/songs/310289/songs/106069/songs/310543
ctitleNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
full_titleAll Together on the Wireless Machine by The Be...A Little Rhyme by The Beatles (Ft. John & Rodn...And I Love Her by The BeatlesAny Time at All by The BeatlesA Taste of Honey by The BeatlesBeatle Greetings by The Beatles (Ft. George Ha...Can You Take Me Back by The BeatlesCarry That Weight by The BeatlesDown in Eastern Australia by The BeatlesEverybody's Trying to Be My Baby by The Beatles...You Can't Catch Me by The Rolling StonesYou Don't Have To Mean It by The Rolling StonesYou Got Me Rocking by The Rolling StonesYou Got the Silver by The Rolling Stones (Ft. ...Don't Look Back by The Rolling StonesEach and every day of the year by The Rolling ...I'm A King Bee by The Rolling StonesLittle By Little by The Rolling StonesBrown Sugar by The Rolling StonesCitadel by The Rolling Stones
header_image_thumbnail_urlhttps://images.genius.com/ad1f59e8a03be4eb521e...https://s3.amazonaws.com/rapgenius/110537_cda_...https://images.genius.com/68c11c7f5b6b66194d77...https://images.genius.com/68c11c7f5b6b66194d77...https://s3.amazonaws.com/rapgenius/1360709432_...https://s3.amazonaws.com/rapgenius/110537_cda_...https://images.genius.com/ad1f59e8a03be4eb521e...https://images.genius.com/560d707ac51a528c952d...https://images.genius.com/ad1f59e8a03be4eb521e...https://images.genius.com/4268a08d2b36372eb6e8......https://images.genius.com/9c0263f14c39b6df59e5...https://images.genius.com/eb7fd9257058b77179cb...https://images.genius.com/a8ed1f93846da84943a7...https://images.rapgenius.com/ac969979ccb91a0d2...https://images.genius.com/23bbf05f7ee8286a8905...https://images.genius.com/6c322c96140487d56076...https://images.genius.com/076d49bcc219432b68b4...https://images.genius.com/076d49bcc219432b68b4...https://images.genius.com/5b7d4f11893ff2fdeba7...https://images.genius.com/31323212a74c2a8d99eb...
header_image_urlhttps://images.genius.com/ad1f59e8a03be4eb521e...https://s3.amazonaws.com/rapgenius/110537_cda_...https://images.genius.com/68c11c7f5b6b66194d77...https://images.genius.com/68c11c7f5b6b66194d77...https://s3.amazonaws.com/rapgenius/1360709432_...https://s3.amazonaws.com/rapgenius/110537_cda_...https://images.genius.com/ad1f59e8a03be4eb521e...https://images.genius.com/560d707ac51a528c952d...https://images.genius.com/ad1f59e8a03be4eb521e...https://images.genius.com/4268a08d2b36372eb6e8......https://images.genius.com/9c0263f14c39b6df59e5...https://images.genius.com/eb7fd9257058b77179cb...https://images.genius.com/a8ed1f93846da84943a7...https://images.rapgenius.com/ac969979ccb91a0d2...https://images.genius.com/23bbf05f7ee8286a8905...https://images.genius.com/6c322c96140487d56076...https://images.genius.com/076d49bcc219432b68b4...https://images.genius.com/076d49bcc219432b68b4...https://images.genius.com/5b7d4f11893ff2fdeba7...https://images.genius.com/31323212a74c2a8d99eb...
id149776821031512353312353711772221028413363941079151308579123808...31048331326931304323893451245984311907310293310289106069310543
lyricsNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
lyrics_owner_id15493452509624687146871707992509621549345116340154934522533...3543833546083543821217557154934535438535438335438316354608
original_lyricsNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
path/The-beatles-all-together-on-the-wireless-mach.../The-beatles-a-little-rhyme-lyrics/The-beatles-and-i-love-her-lyrics/The-beatles-any-time-at-all-lyrics/The-beatles-a-taste-of-honey-lyrics/The-beatles-beatle-greetings-lyrics/The-beatles-can-you-take-me-back-lyrics/The-beatles-carry-that-weight-lyrics/The-beatles-down-in-eastern-australia-lyrics/The-beatles-everybodys-trying-to-be-my-baby-l....../The-rolling-stones-you-cant-catch-me-lyrics/The-rolling-stones-you-dont-have-to-mean-it-l.../The-rolling-stones-you-got-me-rocking-lyrics/The-rolling-stones-you-got-the-silver-lyrics/The-rolling-stones-dont-look-back-lyrics/The-rolling-stones-each-and-every-day-of-the-.../The-rolling-stones-im-a-king-bee-lyrics/The-rolling-stones-little-by-little-lyrics/The-rolling-stones-brown-sugar-lyrics/The-rolling-stones-citadel-lyrics
primary_artist{'id': 586, 'image_url': 'https://images.geniu...{'id': 586, 'image_url': 'https://images.geniu...{'id': 586, 'image_url': 'https://images.geniu...{'id': 586, 'image_url': 'https://images.geniu...{'id': 586, 'image_url': 'https://images.geniu...{'id': 586, 'image_url': 'https://images.geniu...{'id': 586, 'image_url': 'https://images.geniu...{'id': 586, 'image_url': 'https://images.geniu...{'id': 586, 'image_url': 'https://images.geniu...{'id': 586, 'image_url': 'https://images.geniu......{'id': 774, 'image_url': 'https://images.geniu...{'id': 774, 'image_url': 'https://images.geniu...{'id': 774, 'image_url': 'https://images.geniu...{'id': 774, 'image_url': 'https://images.geniu...{'id': 774, 'image_url': 'https://images.geniu...{'id': 774, 'image_url': 'https://images.geniu...{'id': 774, 'image_url': 'https://images.geniu...{'id': 774, 'image_url': 'https://images.geniu...{'id': 774, 'image_url': 'https://images.geniu...{'id': 774, 'image_url': 'https://images.geniu...
pyongs_countNaNNaN152NaNNaNNaN1NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaN7NaN
song_art_image_thumbnail_urlhttps://images.genius.com/ad1f59e8a03be4eb521e...https://s3.amazonaws.com/rapgenius/110537_cda_...https://images.genius.com/68c11c7f5b6b66194d77...https://images.genius.com/68c11c7f5b6b66194d77...https://s3.amazonaws.com/rapgenius/1360709432_...https://s3.amazonaws.com/rapgenius/110537_cda_...https://images.genius.com/ad1f59e8a03be4eb521e...https://images.genius.com/560d707ac51a528c952d...https://images.genius.com/ad1f59e8a03be4eb521e...https://images.genius.com/4268a08d2b36372eb6e8......https://images.genius.com/9c0263f14c39b6df59e5...https://images.genius.com/eb7fd9257058b77179cb...https://images.genius.com/a8ed1f93846da84943a7...https://images.rapgenius.com/ac969979ccb91a0d2...https://images.genius.com/23bbf05f7ee8286a8905...https://images.genius.com/6c322c96140487d56076...https://images.genius.com/076d49bcc219432b68b4...https://images.genius.com/076d49bcc219432b68b4...https://images.genius.com/5b7d4f11893ff2fdeba7...https://images.genius.com/31323212a74c2a8d99eb...
stats{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False, 'p...{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False, 'p...{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}...{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False}{'unreviewed_annotations': 0, 'hot': False, 'p...{'unreviewed_annotations': 14, 'hot': False}
titleAll Together on the Wireless MachineA Little RhymeAnd I Love HerAny Time at AllA Taste of HoneyBeatle GreetingsCan You Take Me BackCarry That WeightDown in Eastern AustraliaEverybody's Trying to Be My Baby...You Can't Catch MeYou Don't Have To Mean ItYou Got Me RockingYou Got the SilverDon't Look BackEach and every day of the yearI'm A King BeeLittle By LittleBrown SugarCitadel
urlhttps://genius.com/The-beatles-all-together-on...https://genius.com/The-beatles-a-little-rhyme-...https://genius.com/The-beatles-and-i-love-her-...https://genius.com/The-beatles-any-time-at-all...https://genius.com/The-beatles-a-taste-of-hone...https://genius.com/The-beatles-beatle-greeting...https://genius.com/The-beatles-can-you-take-me...https://genius.com/The-beatles-carry-that-weig...https://genius.com/The-beatles-down-in-eastern...https://genius.com/The-beatles-everybodys-tryi......https://genius.com/The-rolling-stones-you-cant...https://genius.com/The-rolling-stones-you-dont...https://genius.com/The-rolling-stones-you-got-...https://genius.com/The-rolling-stones-you-got-...https://genius.com/The-rolling-stones-dont-loo...https://genius.com/The-rolling-stones-each-and...https://genius.com/The-rolling-stones-im-a-kin...https://genius.com/The-rolling-stones-little-b...https://genius.com/The-rolling-stones-brown-su...https://genius.com/The-rolling-stones-citadel-...
\n", + "

18 rows × 1071 columns

\n", + "
" + ], + "text/plain": [ + " 0 \\\n", + "_id 1497768 \n", + "annotation_count 1 \n", + "api_path /songs/1497768 \n", + "ctitle NaN \n", + "full_title All Together on the Wireless Machine by The Be... \n", + "header_image_thumbnail_url https://images.genius.com/ad1f59e8a03be4eb521e... \n", + "header_image_url https://images.genius.com/ad1f59e8a03be4eb521e... \n", + "id 1497768 \n", + "lyrics NaN \n", + "lyrics_owner_id 1549345 \n", + "original_lyrics NaN \n", + "path /The-beatles-all-together-on-the-wireless-mach... \n", + "primary_artist {'id': 586, 'image_url': 'https://images.geniu... \n", + "pyongs_count NaN \n", + "song_art_image_thumbnail_url https://images.genius.com/ad1f59e8a03be4eb521e... \n", + "stats {'unreviewed_annotations': 0, 'hot': False} \n", + "title All Together on the Wireless Machine \n", + "url https://genius.com/The-beatles-all-together-on... \n", + "\n", + " 1 \\\n", + "_id 210315 \n", + "annotation_count 1 \n", + "api_path /songs/210315 \n", + "ctitle NaN \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 NaN \n", + "lyrics_owner_id 250962 \n", + "original_lyrics NaN \n", + "path /The-beatles-a-little-rhyme-lyrics \n", + "primary_artist {'id': 586, 'image_url': 'https://images.geniu... \n", + "pyongs_count NaN \n", + "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/110537_cda_... \n", + "stats {'unreviewed_annotations': 0, 'hot': False} \n", + "title A Little Rhyme \n", + "url https://genius.com/The-beatles-a-little-rhyme-... \n", + "\n", + " 2 \\\n", + "_id 123533 \n", + "annotation_count 5 \n", + "api_path /songs/123533 \n", + "ctitle NaN \n", + "full_title And I Love Her by The Beatles \n", + "header_image_thumbnail_url https://images.genius.com/68c11c7f5b6b66194d77... \n", + "header_image_url https://images.genius.com/68c11c7f5b6b66194d77... \n", + "id 123533 \n", + "lyrics NaN \n", + "lyrics_owner_id 46871 \n", + "original_lyrics NaN \n", + "path /The-beatles-and-i-love-her-lyrics \n", + "primary_artist {'id': 586, 'image_url': 'https://images.geniu... \n", + "pyongs_count 15 \n", + "song_art_image_thumbnail_url https://images.genius.com/68c11c7f5b6b66194d77... \n", + "stats {'unreviewed_annotations': 0, 'hot': False, 'p... \n", + "title And I Love Her \n", + "url https://genius.com/The-beatles-and-i-love-her-... \n", + "\n", + " 3 \\\n", + "_id 123537 \n", + "annotation_count 4 \n", + "api_path /songs/123537 \n", + "ctitle NaN \n", + "full_title Any Time at All by The Beatles \n", + "header_image_thumbnail_url https://images.genius.com/68c11c7f5b6b66194d77... \n", + "header_image_url https://images.genius.com/68c11c7f5b6b66194d77... \n", + "id 123537 \n", + "lyrics NaN \n", + "lyrics_owner_id 46871 \n", + "original_lyrics NaN \n", + "path /The-beatles-any-time-at-all-lyrics \n", + "primary_artist {'id': 586, 'image_url': 'https://images.geniu... \n", + "pyongs_count 2 \n", + "song_art_image_thumbnail_url https://images.genius.com/68c11c7f5b6b66194d77... \n", + "stats {'unreviewed_annotations': 0, 'hot': False} \n", + "title Any Time at All \n", + "url https://genius.com/The-beatles-any-time-at-all... \n", + "\n", + " 4 \\\n", + "_id 117722 \n", + "annotation_count 6 \n", + "api_path /songs/117722 \n", + "ctitle NaN \n", + "full_title A Taste of Honey by The Beatles \n", + "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/1360709432_... \n", + "header_image_url https://s3.amazonaws.com/rapgenius/1360709432_... \n", + "id 117722 \n", + "lyrics NaN \n", + "lyrics_owner_id 70799 \n", + "original_lyrics NaN \n", + "path /The-beatles-a-taste-of-honey-lyrics \n", + "primary_artist {'id': 586, 'image_url': 'https://images.geniu... \n", + "pyongs_count NaN \n", + "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/1360709432_... \n", + "stats {'unreviewed_annotations': 0, 'hot': False} \n", + "title A Taste of Honey \n", + "url https://genius.com/The-beatles-a-taste-of-hone... \n", + "\n", + " 5 \\\n", + "_id 210284 \n", + "annotation_count 1 \n", + "api_path /songs/210284 \n", + "ctitle NaN \n", + "full_title Beatle Greetings by The Beatles (Ft. George Ha... \n", + "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/110537_cda_... \n", + "header_image_url https://s3.amazonaws.com/rapgenius/110537_cda_... \n", + "id 210284 \n", + "lyrics NaN \n", + "lyrics_owner_id 250962 \n", + "original_lyrics NaN \n", + "path /The-beatles-beatle-greetings-lyrics \n", + "primary_artist {'id': 586, 'image_url': 'https://images.geniu... \n", + "pyongs_count NaN \n", + "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/110537_cda_... \n", + "stats {'unreviewed_annotations': 0, 'hot': False} \n", + "title Beatle Greetings \n", + "url https://genius.com/The-beatles-beatle-greeting... \n", + "\n", + " 6 \\\n", + "_id 1336394 \n", + "annotation_count 1 \n", + "api_path /songs/1336394 \n", + "ctitle NaN \n", + "full_title Can You Take Me Back by The Beatles \n", + "header_image_thumbnail_url https://images.genius.com/ad1f59e8a03be4eb521e... \n", + "header_image_url https://images.genius.com/ad1f59e8a03be4eb521e... \n", + "id 1336394 \n", + "lyrics NaN \n", + "lyrics_owner_id 1549345 \n", + "original_lyrics NaN \n", + "path /The-beatles-can-you-take-me-back-lyrics \n", + "primary_artist {'id': 586, 'image_url': 'https://images.geniu... \n", + "pyongs_count NaN \n", + "song_art_image_thumbnail_url https://images.genius.com/ad1f59e8a03be4eb521e... \n", + "stats {'unreviewed_annotations': 0, 'hot': False} \n", + "title Can You Take Me Back \n", + "url https://genius.com/The-beatles-can-you-take-me... \n", + "\n", + " 7 \\\n", + "_id 107915 \n", + "annotation_count 6 \n", + "api_path /songs/107915 \n", + "ctitle NaN \n", + "full_title Carry That Weight by The Beatles \n", + "header_image_thumbnail_url https://images.genius.com/560d707ac51a528c952d... \n", + "header_image_url https://images.genius.com/560d707ac51a528c952d... \n", + "id 107915 \n", + "lyrics NaN \n", + "lyrics_owner_id 116340 \n", + "original_lyrics NaN \n", + "path /The-beatles-carry-that-weight-lyrics \n", + "primary_artist {'id': 586, 'image_url': 'https://images.geniu... \n", + "pyongs_count 1 \n", + "song_art_image_thumbnail_url https://images.genius.com/560d707ac51a528c952d... \n", + "stats {'unreviewed_annotations': 0, 'hot': False, 'p... \n", + "title Carry That Weight \n", + "url https://genius.com/The-beatles-carry-that-weig... \n", + "\n", + " 8 \\\n", + "_id 1308579 \n", + "annotation_count 1 \n", + "api_path /songs/1308579 \n", + "ctitle NaN \n", + "full_title Down in Eastern Australia by The Beatles \n", + "header_image_thumbnail_url https://images.genius.com/ad1f59e8a03be4eb521e... \n", + "header_image_url https://images.genius.com/ad1f59e8a03be4eb521e... \n", + "id 1308579 \n", + "lyrics NaN \n", + "lyrics_owner_id 1549345 \n", + "original_lyrics NaN \n", + "path /The-beatles-down-in-eastern-australia-lyrics \n", + "primary_artist {'id': 586, 'image_url': 'https://images.geniu... \n", + "pyongs_count NaN \n", + "song_art_image_thumbnail_url https://images.genius.com/ad1f59e8a03be4eb521e... \n", + "stats {'unreviewed_annotations': 0, 'hot': False} \n", + "title Down in Eastern Australia \n", + "url https://genius.com/The-beatles-down-in-eastern... \n", + "\n", + " 9 \\\n", + "_id 123808 \n", + "annotation_count 1 \n", + "api_path /songs/123808 \n", + "ctitle NaN \n", + "full_title Everybody's Trying to Be My Baby by The Beatles \n", + "header_image_thumbnail_url https://images.genius.com/4268a08d2b36372eb6e8... \n", + "header_image_url https://images.genius.com/4268a08d2b36372eb6e8... \n", + "id 123808 \n", + "lyrics NaN \n", + "lyrics_owner_id 22533 \n", + "original_lyrics NaN \n", + "path /The-beatles-everybodys-trying-to-be-my-baby-l... \n", + "primary_artist {'id': 586, 'image_url': 'https://images.geniu... \n", + "pyongs_count NaN \n", + "song_art_image_thumbnail_url https://images.genius.com/4268a08d2b36372eb6e8... \n", + "stats {'unreviewed_annotations': 0, 'hot': False} \n", + "title Everybody's Trying to Be My Baby \n", + "url https://genius.com/The-beatles-everybodys-tryi... \n", + "\n", + " ... \\\n", + "_id ... \n", + "annotation_count ... \n", + "api_path ... \n", + "ctitle ... \n", + "full_title ... \n", + "header_image_thumbnail_url ... \n", + "header_image_url ... \n", + "id ... \n", + "lyrics ... \n", + "lyrics_owner_id ... \n", + "original_lyrics ... \n", + "path ... \n", + "primary_artist ... \n", + "pyongs_count ... \n", + "song_art_image_thumbnail_url ... \n", + "stats ... \n", + "title ... \n", + "url ... \n", + "\n", + " 1061 \\\n", + "_id 310483 \n", + "annotation_count 1 \n", + "api_path /songs/310483 \n", + "ctitle NaN \n", + "full_title You Can't Catch Me by The Rolling Stones \n", + "header_image_thumbnail_url https://images.genius.com/9c0263f14c39b6df59e5... \n", + "header_image_url https://images.genius.com/9c0263f14c39b6df59e5... \n", + "id 310483 \n", + "lyrics NaN \n", + "lyrics_owner_id 354383 \n", + "original_lyrics NaN \n", + "path /The-rolling-stones-you-cant-catch-me-lyrics \n", + "primary_artist {'id': 774, 'image_url': 'https://images.geniu... \n", + "pyongs_count NaN \n", + "song_art_image_thumbnail_url https://images.genius.com/9c0263f14c39b6df59e5... \n", + "stats {'unreviewed_annotations': 0, 'hot': False} \n", + "title You Can't Catch Me \n", + "url https://genius.com/The-rolling-stones-you-cant... \n", + "\n", + " 1062 \\\n", + "_id 313269 \n", + "annotation_count 1 \n", + "api_path /songs/313269 \n", + "ctitle NaN \n", + "full_title You Don't Have To Mean It by The Rolling Stones \n", + "header_image_thumbnail_url https://images.genius.com/eb7fd9257058b77179cb... \n", + "header_image_url https://images.genius.com/eb7fd9257058b77179cb... \n", + "id 313269 \n", + "lyrics NaN \n", + "lyrics_owner_id 354608 \n", + "original_lyrics NaN \n", + "path /The-rolling-stones-you-dont-have-to-mean-it-l... \n", + "primary_artist {'id': 774, 'image_url': 'https://images.geniu... \n", + "pyongs_count NaN \n", + "song_art_image_thumbnail_url https://images.genius.com/eb7fd9257058b77179cb... \n", + "stats {'unreviewed_annotations': 0, 'hot': False} \n", + "title You Don't Have To Mean It \n", + "url https://genius.com/The-rolling-stones-you-dont... \n", + "\n", + " 1063 \\\n", + "_id 313043 \n", + "annotation_count 1 \n", + "api_path /songs/313043 \n", + "ctitle NaN \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 NaN \n", + "lyrics_owner_id 354382 \n", + "original_lyrics NaN \n", + "path /The-rolling-stones-you-got-me-rocking-lyrics \n", + "primary_artist {'id': 774, 'image_url': 'https://images.geniu... \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", + " 1064 \\\n", + "_id 2389345 \n", + "annotation_count 4 \n", + "api_path /songs/2389345 \n", + "ctitle NaN \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 NaN \n", + "lyrics_owner_id 1217557 \n", + "original_lyrics NaN \n", + "path /The-rolling-stones-you-got-the-silver-lyrics \n", + "primary_artist {'id': 774, 'image_url': 'https://images.geniu... \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", + " 1065 \\\n", + "_id 1245984 \n", + "annotation_count 1 \n", + "api_path /songs/1245984 \n", + "ctitle NaN \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 NaN \n", + "lyrics_owner_id 1549345 \n", + "original_lyrics NaN \n", + "path /The-rolling-stones-dont-look-back-lyrics \n", + "primary_artist {'id': 774, 'image_url': 'https://images.geniu... \n", + "pyongs_count NaN \n", + "song_art_image_thumbnail_url https://images.genius.com/23bbf05f7ee8286a8905... \n", + "stats {'unreviewed_annotations': 0, 'hot': False} \n", + "title Don't Look Back \n", + "url https://genius.com/The-rolling-stones-dont-loo... \n", + "\n", + " 1066 \\\n", + "_id 311907 \n", + "annotation_count 1 \n", + "api_path /songs/311907 \n", + "ctitle NaN \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 NaN \n", + "lyrics_owner_id 354385 \n", + "original_lyrics NaN \n", + "path /The-rolling-stones-each-and-every-day-of-the-... \n", + "primary_artist {'id': 774, 'image_url': 'https://images.geniu... \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", + " 1067 \\\n", + "_id 310293 \n", + "annotation_count 4 \n", + "api_path /songs/310293 \n", + "ctitle NaN \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 NaN \n", + "lyrics_owner_id 354383 \n", + "original_lyrics NaN \n", + "path /The-rolling-stones-im-a-king-bee-lyrics \n", + "primary_artist {'id': 774, 'image_url': 'https://images.geniu... \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", + " 1068 \\\n", + "_id 310289 \n", + "annotation_count 1 \n", + "api_path /songs/310289 \n", + "ctitle NaN \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 NaN \n", + "lyrics_owner_id 354383 \n", + "original_lyrics NaN \n", + "path /The-rolling-stones-little-by-little-lyrics \n", + "primary_artist {'id': 774, 'image_url': 'https://images.geniu... \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", + " 1069 \\\n", + "_id 106069 \n", + "annotation_count 16 \n", + "api_path /songs/106069 \n", + "ctitle NaN \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 NaN \n", + "lyrics_owner_id 16 \n", + "original_lyrics NaN \n", + "path /The-rolling-stones-brown-sugar-lyrics \n", + "primary_artist {'id': 774, 'image_url': 'https://images.geniu... \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", + " 1070 \n", + "_id 310543 \n", + "annotation_count 15 \n", + "api_path /songs/310543 \n", + "ctitle NaN \n", + "full_title Citadel by The Rolling Stones \n", + "header_image_thumbnail_url https://images.genius.com/31323212a74c2a8d99eb... \n", + "header_image_url https://images.genius.com/31323212a74c2a8d99eb... \n", + "id 310543 \n", + "lyrics NaN \n", + "lyrics_owner_id 354608 \n", + "original_lyrics NaN \n", + "path /The-rolling-stones-citadel-lyrics \n", + "primary_artist {'id': 774, 'image_url': 'https://images.geniu... \n", + "pyongs_count NaN \n", + "song_art_image_thumbnail_url https://images.genius.com/31323212a74c2a8d99eb... \n", + "stats {'unreviewed_annotations': 14, 'hot': False} \n", + "title Citadel \n", + "url https://genius.com/The-rolling-stones-citadel-... \n", + "\n", + "[18 rows x 1071 columns]" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gsongs = pd.DataFrame(list(genius_tracks.find()))\n", + "gsongs.T" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can get the lyrics for each song. We tidy it up as we go, to strip out formatting and the like.\n", + "\n", + "Note the use of [Beautiful Soup](https://www.crummy.com/software/BeautifulSoup/bs4/doc/) to strip out the HTML from the lyrics." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "def genius_lyrics(song_url):\n", + " headers = {'Accept': 'application/json',\n", + " 'Authorization': 'Bearer ' + config['genius']['token'],\n", + " 'User-Agent': 'curl/7.9.8 (i686-pc-linux-gnu) libcurl 7.9.8 (OpenSSL 0.9.6b) (ipv6 enabled)'}\n", + " request = urllib.request.Request(song_url, headers=headers, method='GET')\n", + " html_doc = urllib.request.urlopen(request)\n", + " soup = BeautifulSoup(html_doc, 'html.parser')\n", + "# lyrics = soup.find('lyrics').get_text()\n", + " if soup.find('div', class_='lyrics'):\n", + " lyrics = soup.find('div', class_='lyrics').get_text()\n", + " else:\n", + " lyrics = ''\n", + " return sanitise_lyrics(lyrics)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "def sanitise_lyrics(lyrics):\n", + " l2 = re.sub('\\[[^\\]]*\\]', '', lyrics)\n", + " l3 = re.sub('\\[|\\]', '', l2)\n", + " l4 = re.sub('(\\s)+', ' ', l3)\n", + " l5 = re.sub('[,.!?;:]', '', l4)\n", + " return l5.strip().lower(), lyrics" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(\"oh ain't she sweet well see her walking down that street yes i ask you very confidentially ain't she sweet oh ain't she nice well look her over once or twice yes i ask you very confidentially ain't she nice just cast an eye in her direction oh me oh my ain't that perfection oh i repeat well don't you think that's kind of neat yes i ask you very confidentially ain't she sweet oh ain't she sweet well see her walking down that street yes i ask you very confidentially ain't she sweet oh ain't she nice well look her over once or twice yes i ask you very confidentially ain't she nice just cast an eye in her direction oh me oh my ain't that perfection oh i repeat well don't you think that's kind of neat yes i ask you very confidentially ain't she sweet oh ain't she sweet well see her walking down that street well i ask you very confidentially ain't she sweet well i ask you very confidentially ain't she sweet\",\n", + " \"\\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]\\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]\\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": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "assl = genius_lyrics('https://genius.com/The-beatles-aint-she-sweet-lyrics')\n", + "assl" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'_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": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "for gsong in genius_tracks.find():\n", + " if 'lyrics' not in gsong:\n", + " lyrics, original_lyrics = genius_lyrics(gsong['url'])\n", + " genius_tracks.update_one({'_id': gsong['_id']}, \n", + " {'$set': {'lyrics': lyrics, 'original_lyrics': original_lyrics}})\n", + "genius_tracks.find_one({}, ['title', 'lyrics', 'original_lyrics'])" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'original_lyrics_text'" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "genius_tracks.create_index([('original_lyrics', pymongo.TEXT)])" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[\"\\n\\nClaudine's back in jail again\\nClaudine's back in jail (again)\\nClaudine's back in jail again\\nClaudine\\n\\nClaudine's back in jail again\\nClaudine's back in jail (again)\\nShe only does it at weekends\\nClaudine\\nOh, Claudine\\n\\nNow only Spider knows for sure\\nBut he ain't talkin' about it any more\\nIs he, Claudine?\\n\\nThere's blood in the chalet\\nAnd blood in the snow\\n(She)Washed her hands of the whole damn show\\nThe best thing you could do, Claudine\\n\\nShot him once right through the head\\nShot him twice right through the chest\\nThe judge says (ruled) it was an accident\\nClaudine\\nAccidents will happen\\n(In the best homes)\\n\\nAnd Claudine's back in jail again\\nClaudine's back in jail again\\nClaudine's back in jail again\\nClaudine\\n\\n(Claudine's back in jail again\\nClaudine's back in jail again\\nClaudine's back in jail again\\n\\nClaudine) (additional chorus)\\nI'll tell you something\\nNow Claudine's back in jail again\\nClaudine's back in jail again\\nClaudine's back in jail again\\nClaudine\\n\\nTell you one more\\n\\nClaudine's back in jail again\\nClaudine's back in jail again\\nClaudine's back in jail again\\nHuh Claudine?\\n\\nOh Claudine...\\n\\nOooo ...\\nWhat about the children, baby?\\nPoor, poor children\\n\\nNow I threaten my wife with a gun\\nI always leave the safety on\\nI recommend it\\nClaudine\\n\\nNow she pistol whipped me once or twice\\nBut she never tried to take my life\\n(What do you think about that)\\nClaudine\\n\\nThe prettiest girl I ever seen\\nI saw you on the movie screen\\nHope you don't try to make a sacrifice of me\\nClaudine\\n(Don't get trigger happy with me)\\nDon't wave a gun at me\\n(Claudine)\\n\\nI said Claudine's back in jail again\\nClaudine's back in jail again\\nClaudine's back in jail again\\nClaudine\\n\\nI said Claudine's back in jail again\\nClaudine's back in jail again\\nShe only does it at weekends\\nClaudine\\n\\nKeith, will you put that weapon down?\\n\\nOh Claudine\\n\\nOh Claudine\\n\\n\",\n", + " \"\\n\\n[Verse 1]\\nI'm not talking about the kind of clothes she wears\\nLook at that stupid girl\\nI'm not talking about the way she combs her hair\\nLook at that stupid girl\\n\\nThe way she powders her nose\\nHer vanity shows and it shows\\nShe's the worst thing in this world\\nWell, look at that stupid girl\\n\\n[Verse 2]\\nI'm not talking about the way she digs for gold\\nLook at that stupid girl\\nWell, I'm talking about the way she grabs and holds\\nLook at that stupid girl\\n\\nThe way she talks about someone else\\nThat she don't even know herself\\nShe's the sickest thing in this world\\nWell, look at that stupid girl\\n\\n[Chorus]\\nWell, I'm sick and tired and I really have my doubts\\nI've tried and tried, but it never really works out\\n\\n[Verse 3]\\nLike a lady-in-waiting to a virgin queen\\nLook at that stupid girl\\nShe bitches about things that she's never seen\\nLook at that stupid girl\\n\\nIt doesn't matter if she dyes her hair\\nOr the color of the shoes she wears\\nShe's the worst thing in this world\\nWell, look at that stupid girl\\n\\n[Guitar Break]\\n\\n[Verse 4]\\nLike a lady-in-waiting to a virgin queen\\nLook at that stupid girl\\nShe bitches about things that she's never seen\\nLook at that stupid girl\\n\\nAnd she purrs like a pussycat\\nThen she turns around and hisses back\\nShe's the sickest thing in this world\\nLook at that stupid girl\\n\\n\",\n", + " \"\\n\\n[Verse 1]\\nWent out walking through the wood the other day\\nAnd the world was a carpet laid before me\\nThe buds were bursting and the air smelled sweet and strange\\nAnd it seemed about a hundred years ago\\nMary and I, we would sit upon a gate\\nJust gazing at some dragon in the sky\\nWhat tender days, we had no secrets hid away\\nWell, it seemed about a hundred years ago\\nNow all my friends are wearing worried smiles\\nLiving out a dream of what they was\\nDon't you think it's sometimes wise not to grow up?\\nWend out walking through the wood the other day\\nCan't you see the furrows in my forehead?\\nWhat tender days, we had no secrets hid away\\nNow it seems about a hundred years ago\\nNow if you see me drinking bad red wine\\nDon't worry 'bout this man that you love\\nDon't you think it's sometimes wise not to grow up?\\n\\n[Chorus]\\nYou're going to kiss and say good-bye, yeah, I warn you[x2]\\nYou're going to kiss and say good-bye, oh Lord, I warn you\\n\\n[Verse 2]\\nAnd please excuse me while I hide away\\nCall me lazy bones\\nIsn’t got no time to waste away\\nLazy bones has not got no time to waste away\\nDon't you think it's just about time to hide away? Yeah, yeah!\\n\\n\",\n", + " \"\\n\\n[Instrument break]\\n\\n[Verse 1]\\nI don't like you\\nBut I love you\\nSeems that I'm always\\nThinking of you\\nOh, oh, oh\\nYou treat me badly\\nI love you madly\\nYou've really got a hold on me\\nYou've really got a hold on me, baby\\n\\n[Verse 2]\\nI don't want you\\nBut I need you\\nDon't want to kiss you\\nBut I need to\\nOh, oh, oh\\nYou do me wrong now\\nMy love is strong now\\nYou've really got a hold on me\\nYou've really got a hold on me, baby\\n\\n[Chorus]\\nI love you and all I want you to do\\nIs just hold me, hold me, hold me, hold me\\nTighter\\nTighter\\n\\n[Verse 3]\\nI want to leave you\\nDon't want to stay here\\nDon't want to spend\\nAnother day here\\nOh, oh, oh, I want to split now\\nI just can quit now\\nYou've really got a hold on me\\nYou've really got a hold on me, baby\\n\\nI love you and all I want you to do\\nIs just hold me, hold me, hold me, hold me\\n\\n[Outro]\\nYou've really got a hold on me\\nYou've really got a hold on me\\n\\n\",\n", + " \"\\n\\n[Verse 1]\\nThe best things in life are free\\nBut you can keep them for the birds and bees\\nNow give me money\\nThat's what I want\\nThat's what I want, yeah\\nThat's what I want\\n\\nYour loving gives me a thrill\\nBut your loving don't pay my bills\\nNow give me money\\nThat's what I want\\nThat's what I want, yeah\\nThat's what I want\\n\\n[Chorus] [x2]\\nMoney don't get everything it's true\\nWhat it don't get, I can't use\\nNow give me money\\nThat's what I want\\nThat's what I want, yeah\\nThat's what I want, wah\\n\\n[Verse 2]\\nWell now give me money\\nA lot of money\\nWow, yeah, I want to be free\\nOh I want money\\nThat's what I want\\nThat's what I want, well\\nNow give me money\\nA lot of money\\nWow, yeah, you need money\\nNow, give me money\\nThat's what I want, yeah\\nThat's what I want\\n\\n\",\n", + " '\\n\\n[Intro]\\nI say hey, Mona\\nOh, Mona\\nI say yeah, yeah, yeah, yeah, Mona\\nOh, Mona\\n\\n[Chorus][x2]\\nI tell you Mona what I want to do\\nI will build a house next door to you\\nCan I see you sometimes?\\nWe can blow kisses through the blinds\\nYeah can I out come out on the front\\nAnd listen to my heart go bumped bump\\nI need you baby that is no lie\\nWithout your love I would surely die\\nI say hey, Mona\\nOh, Mona\\nI say yeah, yeah, yeah, yeah, Mona\\nOh, Mona\\nI say hey, hey Mona\\nOh, Mona\\nI say yeah, yeah, yeah, yeah, Mona\\nOh, Mona\\n\\n',\n", + " \"\\n\\n[Verse 1]\\nNow, if you want to hear some boogie like I am going to play\\nIt is just an old piano and a knockout bass\\nThe drummer's man's a cat, they call Charlie McCoy\\nYou know, remember that rubber legged boy?\\nMama, cooking chicken fried and bacon grease\\nCome on along boys, it is just down the road apiece\\n\\n[Chorus][x2]\\nWell there is a place you really get your kicks\\nIt is open every night about twelve to six\\nNow if you want to hear some boogie you can get your fill\\nAnd shove and sting like an old steam drill\\nCome on along you can lose your lead\\nDown the road, down the road, down the road apiece\\n\\n\",\n", + " \"\\n\\n[Verse 1]\\nSun turnin' 'round with graceful motion\\nWe're setting off with soft explosion\\nBound for a star with fiery oceans\\nIt's so very lonely, you're a hundred light years from home\\nFreezing red deserts turn to dark\\nEnergy here in every part\\nIt's so very lonely, you're six hundred light years from home\\n\\n[Chorus]\\nIt's so very lonely, you're a thousand light years from home\\nIt's so very lonely, you're a thousand light years from home\\n\\n[Verse 2]\\nBell flight fourteen you now can land\\nSee you on Aldebaran, safe on the green desert sand\\nIt's so very lonely, you're two thousand light years from home\\nIt's so very lonely, you're two thousand light years from home\\n\\n\",\n", + " '\\n\\n[Intro]\\nWell if you ever plan to motor west\\nJust take my way that is the highway that is the best\\n\\n[Verse]\\nGet your kicks on Route 66\\nWell it winds from Chicago to L.A\\nMore than 2000 miles all the way\\nGet your kicks on Route 66\\n\\n[Chorus][x2]\\nWell goes from St. Louie down to Missouri\\nOklahoma city looks oh so pretty\\nYou will see Amarillo and Gallup, New Mexico\\nFlagstaff, Arizona do not forget Winona\\nKingman, Barstow, San Bernardino\\nWould you get hip to this kindly tip\\nAnd go take that California trip\\nGet your kicks on Route 66\\n\\n',\n", + " \"\\n\\nWell, they tell me of a pie up in the sky\\nWaiting for me when I die\\nBut between the day you're born and when you die\\nYou know, they never seem to hear even your cry\\n\\nChorus:\\nSo as sure as the sun will shine\\nI'm gonna get my share now what is mine\\nAnd then the harder they come\\nThe harder they fall\\nOne and all\\nThe harder they come\\nThe harder they fall\\nOne and all\\n\\nAnd the oppressors are trying to track me down\\nThey're trying to drive me underground\\nAnd they think that they have got the battle won\\nI say, forgive them Lord, they know not what they've done\\n\\nAnd I keep on fighting for the things I want\\nThough I know that when you're dead you can't\\nBut I'd rather be a free man in my grave\\nThan living as a puppet or a slave\\n\\n\"]" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[t['original_lyrics'] for t in genius_tracks.find({'$text': {'$search': 'chorus'}}, limit=10)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Matching datasets\n", + "Now it's time to match up the datasets. First, we simplify the titles of the tracks, to sidestep differences in punctuation, capitalisation, and the like.\n", + "\n", + "* [Top](#top)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "def canonical_name(text):\n", + " t1 = re.sub(' - .*', '', text) # Strip the \" - Remastered 2015\" suffix\n", + " t2 = re.sub('[^\\w\\s]', '', t1) # strip all characters except letters, numbers, and whitespace\n", + " t3 = re.sub('\\s+', ' ', t2) # collapse whitespace\n", + " return t3.lower() # convert to lowercase and return" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'a hard days night'" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "canonical_name(\"A Hard Day's Night - Live / Remastered\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Add the simplified title to each track in the Spotify and Genius collections." + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "for t in tracks.find():\n", + " tracks.update_one({'_id': t['_id']}, {'$set': {'ctitle': canonical_name(t['name'])}})\n", + "for t in genius_tracks.find():\n", + " genius_tracks.update_one({'_id': t['_id']}, {'$set': {'ctitle': canonical_name(t['title'])}})" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('you cant always get what you want',\n", + " ['You Can’t Always Get What You Want - Live',\n", + " \"You Can't Always Get What You Want - Live Licks Tour - 2009 Re-Mastered Digital Version\",\n", + " \"You Can't Always Get What You Want - Live / Remastered 2009\",\n", + " 'You Can’t Always Get What You Want - Live']),\n", + " ('next time you see me',\n", + " ['Next Time You See Me - Live', 'Next Time You See Me - Live']),\n", + " ('fixing a hole',\n", + " ['Fixing A Hole - Remastered',\n", + " 'Fixing A Hole - Remix',\n", + " 'Fixing A Hole - Speech And Take 3']),\n", + " ('harlem shuffle', ['Harlem Shuffle', 'Harlem Shuffle - Remastered']),\n", + " ('back to zero', ['Back To Zero', 'Back To Zero - Remastered']),\n", + " ('sgt peppers lonely hearts club band',\n", + " [\"Sgt. Pepper's Lonely Hearts Club Band - Remastered\",\n", + " \"Sgt. Pepper's Lonely Hearts Club Band - Reprise / Remastered\",\n", + " \"Sgt. Pepper's Lonely Hearts Club Band - Remix\",\n", + " \"Sgt. Pepper's Lonely Hearts Club Band - Take 9 And Speech\"]),\n", + " ('im free',\n", + " [\"I'm Free - Live At The Beacon Theatre, New York / 2006\",\n", + " \"I'm Free - Live / Remastered 2009\"]),\n", + " ('lies', ['Lies - Remastered', 'Lies - Remastered']),\n", + " ('happy',\n", + " ['Happy - Live',\n", + " 'Happy - Live',\n", + " 'Happy - Live Licks Tour - 2009 Re-Mastered Digital Version']),\n", + " ('get back', ['Get Back - Remastered 2015', 'Get Back - Remastered']),\n", + " ('gimme shelter',\n", + " ['Gimme Shelter - Live',\n", + " 'Gimme Shelter - Live',\n", + " 'Gimme Shelter - Live',\n", + " 'Gimme Shelter - Live',\n", + " 'Gimme Shelter - Live Licks Tour - 2009 Re-Mastered Digital Version',\n", + " 'Gimme Shelter - Live']),\n", + " ('i want to hold your hand',\n", + " ['I Want To Hold Your Hand - Live / Bonus Track',\n", + " 'I Want To Hold Your Hand - Remastered 2015']),\n", + " ('roll over beethoven',\n", + " ['Roll Over Beethoven - Saturday Club / 1963',\n", + " 'Roll Over Beethoven - Live / Remastered',\n", + " 'Roll Over Beethoven - Remastered']),\n", + " ('cant be seen',\n", + " [\"Can't Be Seen - Live / Remastered 2009\", \"Can't Be Seen - Remastered\"]),\n", + " ('midnight rambler',\n", + " ['Midnight Rambler - Live',\n", + " 'Midnight Rambler - Live',\n", + " 'Midnight Rambler - Live',\n", + " 'Midnight Rambler - Live',\n", + " 'Midnight Rambler - Live',\n", + " 'Midnight Rambler - Live']),\n", + " ('dirty work', ['Dirty Work', 'Dirty Work - Remastered']),\n", + " ('all you need is love',\n", + " ['All You Need Is Love - Remastered 2015',\n", + " 'All You Need Is Love - Remastered',\n", + " 'All You Need Is Love - Remastered 2009']),\n", + " ('not fade away',\n", + " ['Not Fade Away - Live',\n", + " 'Not Fade Away - Live',\n", + " 'Not Fade Away - Live',\n", + " 'Not Fade Away - Live / Remastered 2009']),\n", + " ('slipping away',\n", + " ['Slipping Away - Live',\n", + " 'Slipping Away - Live',\n", + " 'Slipping Away - Live',\n", + " 'Slipping Away - Live / Remastered 2009',\n", + " 'Slipping Away - Remastered']),\n", + " ('faraway eyes',\n", + " ['Faraway Eyes - Live',\n", + " 'Faraway Eyes - Live',\n", + " 'Faraway Eyes - Live',\n", + " 'Faraway Eyes - Live At The Beacon Theatre, New York / 2006']),\n", + " ('angie',\n", + " ['Angie - Live',\n", + " 'Angie - Live',\n", + " 'Angie - Live Licks Tour - 2009 Re-Mastered Digital Version',\n", + " 'Angie - Live / Remastered 2009',\n", + " 'Angie - Live']),\n", + " ('come together',\n", + " ['Come Together - Remastered 2015', 'Come Together - Remastered']),\n", + " ('cant buy me love',\n", + " [\"Can't Buy Me Love - Live / Remastered\",\n", + " \"Can't Buy Me Love - Remastered 2015\",\n", + " \"Can't Buy Me Love - Remastered\"]),\n", + " ('brown sugar',\n", + " ['Brown Sugar - Live',\n", + " 'Brown Sugar - Live',\n", + " 'Brown Sugar - Live',\n", + " 'Brown Sugar - Live',\n", + " 'Brown Sugar - Live',\n", + " 'Brown Sugar - Live',\n", + " 'Brown Sugar - Live',\n", + " 'Brown Sugar - Live At The Beacon Theatre, New York / 2006',\n", + " 'Brown Sugar - Live Licks Tour - 2009 Re-Mastered Digital Version',\n", + " 'Brown Sugar - Live / Remastered 2009',\n", + " 'Brown Sugar - Live']),\n", + " ('baby please dont go',\n", + " [\"Baby Please Don't Go - Live / Instrumental\",\n", + " \"Baby Please Don't Go - Live\",\n", + " \"Baby Please Don't Go - Live\"]),\n", + " ('sgt peppers lonely hearts club band reprise',\n", + " [\"Sgt. Pepper's Lonely Hearts Club Band (Reprise) - Speech And Take 8\",\n", + " \"Sgt. Pepper's Lonely Hearts Club Band (Reprise) - Remix\"]),\n", + " ('the long and winding road',\n", + " ['The Long And Winding Road - Remastered 2015',\n", + " 'The Long And Winding Road - Remastered']),\n", + " ('when im sixtyfour',\n", + " [\"When I'm Sixty-Four - Take 2\", \"When I'm Sixty-Four - Remix\"]),\n", + " ('some girls',\n", + " ['Some Girls - Remastered',\n", + " 'Some Girls - Live At The Beacon Theatre, New York / 2006',\n", + " 'Some Girls - Remastered']),\n", + " ('connection',\n", + " ['Connection - Live',\n", + " 'Connection - Live',\n", + " 'Connection - Live',\n", + " 'Connection - Live At The Beacon Theatre, New York / 2006']),\n", + " ('shattered',\n", + " ['Shattered - Live',\n", + " 'Shattered - Live',\n", + " 'Shattered - Remastered',\n", + " 'Shattered - Remastered',\n", + " 'Shattered - Live At The Beacon Theatre, New York / 2006',\n", + " 'Shattered - Live / Remastered 2009']),\n", + " ('the worst', ['The Worst - Live', 'The Worst - Remastered']),\n", + " ('little red rooster',\n", + " ['Little Red Rooster - Live / Remastered 2009',\n", + " 'Little Red Rooster - Live In Ireland / 1965']),\n", + " ('sad sad sad',\n", + " ['Sad Sad Sad - Live / Remastered 2009', 'Sad Sad Sad - Remastered']),\n", + " ('the spider and the fly',\n", + " ['The Spider And The Fly - Yeah Yeah / 1965',\n", + " 'The Spider And The Fly - Live',\n", + " 'The Spider And The Fly - Live / Remastered 2009']),\n", + " ('a day in the life',\n", + " ['A Day In The Life - Take 1 With Hums',\n", + " 'A Day In The Life - Remastered',\n", + " 'A Day In The Life - Remix']),\n", + " ('you got me rockin',\n", + " ['You Got Me Rockin’ - Live', 'You Got Me Rockin’ - Live']),\n", + " ('things we said today',\n", + " ['Things We Said Today - Live / Remastered',\n", + " 'Things We Said Today - Remastered']),\n", + " ('being for the benefit of mr kite',\n", + " ['Being For The Benefit Of Mr. Kite! - Remastered',\n", + " 'Being For The Benefit Of Mr. Kite! - Remix',\n", + " 'Being For The Benefit Of Mr. Kite! - Take 4']),\n", + " ('had it with you', ['Had It With You', 'Had It With You - Remastered']),\n", + " ('time is on my side',\n", + " ['Time Is On My Side - Live / Remastered 2009',\n", + " 'Time Is On My Side - Live In Ireland / 1965']),\n", + " ('tumbling dice',\n", + " ['Tumbling Dice - Live',\n", + " 'Tumbling Dice - Live',\n", + " 'Tumbling Dice - Live',\n", + " 'Tumbling Dice - Live',\n", + " 'Tumbling Dice - Live At The Beacon Theatre, New York / 2006',\n", + " 'Tumbling Dice - Live']),\n", + " ('yellow submarine',\n", + " ['Yellow Submarine - Remastered 2015',\n", + " 'Yellow Submarine - Remastered',\n", + " 'Yellow Submarine - Remastered']),\n", + " ('beast of burden',\n", + " ['Beast Of Burden - Live',\n", + " 'Beast Of Burden - Live',\n", + " 'Beast Of Burden - Live',\n", + " 'Beast Of Burden - Remastered',\n", + " 'Beast Of Burden - Remastered',\n", + " 'Beast Of Burden - Live Licks Tour - 2009 Re-Mastered Digital Version']),\n", + " ('lovely rita',\n", + " ['Lovely Rita - Speech And Take 9',\n", + " 'Lovely Rita - Remastered',\n", + " 'Lovely Rita - Remix']),\n", + " ('neighbours',\n", + " ['Neighbours - Live Licks Tour - 2009 Re-Mastered Digital Version',\n", + " 'Neighbours - Remastered']),\n", + " ('dead flowers',\n", + " ['Dead Flowers - Live',\n", + " 'Dead Flowers - Live',\n", + " 'Dead Flowers - Live',\n", + " 'Dead Flowers - Live',\n", + " 'Dead Flowers - Live',\n", + " 'Dead Flowers - Live',\n", + " 'Dead Flowers - Live / Remastered 2009']),\n", + " ('paint it black',\n", + " ['Paint It Black - Live At The Beacon Theatre, New York / 2006',\n", + " 'Paint It Black - Live Licks Tour - 2009 Re-Mastered Digital Version',\n", + " 'Paint It Black - Live / Remastered 2009',\n", + " 'Paint It Black - Live']),\n", + " ('respectable',\n", + " ['Respectable - Live',\n", + " 'Respectable - Live',\n", + " 'Respectable - Remastered',\n", + " 'Respectable - Remastered']),\n", + " ('just my imagination',\n", + " ['Just My Imagination - Live',\n", + " 'Just My Imagination - Live At The Beacon Theatre, New York / 2006']),\n", + " ('tell me why', ['Tell Me Why', 'Tell Me Why - Remastered']),\n", + " ('little by little',\n", + " ['Little By Little - The Joe Loss Pop Show / 1964', 'Little By Little']),\n", + " ('got my mojo workin',\n", + " [\"Got My Mojo Workin' - Live\", \"Got My Mojo Workin' - Live\"]),\n", + " ('little ta',\n", + " ['Little T&A - Live At The Beacon Theatre, New York / 2006',\n", + " 'Little T&A - Remastered']),\n", + " ('far away eyes',\n", + " ['Far Away Eyes - Live',\n", + " 'Far Away Eyes - Remastered',\n", + " 'Far Away Eyes - Remastered']),\n", + " ('rock and a hard place',\n", + " ['Rock And A Hard Place - Live / Remastered 2009',\n", + " 'Rock And A Hard Place - Remastered']),\n", + " ('long distance call',\n", + " ['Long Distance Call - Live', 'Long Distance Call - Live']),\n", + " ('start me up',\n", + " ['Start Me Up - Live',\n", + " 'Start Me Up - Live',\n", + " 'Start Me Up - Live',\n", + " 'Start Me Up - Live At The Beacon Theatre, New York / 2006',\n", + " 'Start Me Up - Live Licks Tour - 2009 Re-Mastered Digital Version',\n", + " 'Start Me Up - Live / Remastered 2009',\n", + " 'Start Me Up - Live / Remastered 2009',\n", + " 'Start Me Up - Remastered',\n", + " 'Start Me Up - Live']),\n", + " ('let it bleed',\n", + " ['Let It Bleed - Live',\n", + " 'Let It Bleed - Live',\n", + " 'Let It Bleed - Live / Remastered 2009']),\n", + " ('fight', ['Fight', 'Fight - Remastered']),\n", + " ('route 66',\n", + " ['Route 66 - Blues In Rhythm / 1964', 'Route 66 - Live In Ireland / 1965']),\n", + " ('one hit to the body',\n", + " ['One Hit (To The Body)', 'One Hit (To The Body) - Remastered']),\n", + " ('let me go',\n", + " ['Let Me Go - Live / Remastered 2009', 'Let Me Go - Remastered']),\n", + " ('just my imagination running away with me',\n", + " ['Just My Imagination (Running Away With Me) - Remastered',\n", + " 'Just My Imagination (Running Away With Me) - Live / Remastered 2009',\n", + " 'Just My Imagination (Running Away With Me) - Remastered']),\n", + " ('down in the bottom',\n", + " ['Down In The Bottom - Live', 'Down In The Bottom - Live']),\n", + " ('you got the silver',\n", + " ['You Got The Silver - Live At The Beacon Theatre, New York / 2006',\n", + " 'You Got The Silver - Live']),\n", + " ('i cant get no satisfaction',\n", + " [\"(I Can't Get No) Satisfaction - Saturday Club / 1965\",\n", + " \"(I Can't Get No) Satisfaction - Live At The Beacon Theatre, New York / 2006\",\n", + " \"(I Can't Get No) Satisfaction - Live Licks Tour / Remastered 2009\",\n", + " \"(I Can't Get No) Satisfaction - Live / Remastered 2009\",\n", + " \"(I Can't Get No) Satisfaction - Live / Remastered 2009\",\n", + " \"(I Can't Get No) Satisfaction - Live\"]),\n", + " ('sleep tonight', ['Sleep Tonight', 'Sleep Tonight - Remastered']),\n", + " ('she loves you',\n", + " ['She Loves You - Live / Remastered', 'She Loves You - Mono / Remastered']),\n", + " ('clouds in my heart',\n", + " ['Clouds In My Heart - Live', 'Clouds In My Heart - Live']),\n", + " ('love me do',\n", + " ['Love Me Do - Mono / Remastered', 'Love Me Do - Remastered 2009']),\n", + " ('its all over now',\n", + " [\"It's All Over Now - The Joe Loss Pop Show / 1964\",\n", + " \"It's All Over Now - Live\"]),\n", + " ('miss you',\n", + " ['Miss You - Live',\n", + " 'Miss You - Live',\n", + " 'Miss You - Live',\n", + " 'Miss You - Live',\n", + " 'Miss You - Remastered',\n", + " 'Miss You - Live',\n", + " 'Miss You - Live / Remastered 2009',\n", + " 'Miss You - Remastered',\n", + " 'Miss You - Live']),\n", + " ('mannish boy', ['Mannish Boy - Live', 'Mannish Boy - Live']),\n", + " ('its only rock n roll but i like it',\n", + " [\"It's Only Rock N Roll (But I Like It) - Live\",\n", + " \"It's Only Rock 'n' Roll (But I Like It) - Live Licks Tour - 2009 Re-Mastered Digital Version\",\n", + " \"It's Only Rock 'N Roll (But I Like It) - Live\"]),\n", + " ('when the whip comes down',\n", + " ['When The Whip Comes Down - Live',\n", + " 'When The Whip Comes Down - Live',\n", + " 'When The Whip Comes Down - Remastered',\n", + " 'When The Whip Comes Down - Live Licks Tour - 2009 Re-Mastered Digital Version',\n", + " 'When The Whip Comes Down - Remastered']),\n", + " ('monkey man',\n", + " ['Monkey Man - Live',\n", + " 'Monkey Man - Live Licks Tour - 2009 Re-Mastered Digital Version']),\n", + " ('eight days a week',\n", + " ['Eight Days A Week - Remastered 2015', 'Eight Days A Week - Remastered']),\n", + " ('wild horses',\n", + " ['Wild Horses - Live',\n", + " 'Wild Horses - Live',\n", + " 'Wild Horses - Live',\n", + " 'Wild Horses - Live / Remastered 2009']),\n", + " ('shes leaving home',\n", + " [\"She's Leaving Home - Remastered\",\n", + " \"She's Leaving Home - Remix\",\n", + " \"She's Leaving Home - Take 1 / Instrumental\"]),\n", + " ('everybody needs somebody to love',\n", + " ['Everybody Needs Somebody To Love - Top Gear / 1965',\n", + " 'Everybody Needs Somebody To Love - Live Licks Tour - 2009 Re-Mastered Digital Version',\n", + " 'Everybody Needs Somebody To Love - Live In Ireland / 1965']),\n", + " ('one eyed woman', ['One Eyed Woman - Live', 'One Eyed Woman - Live']),\n", + " ('rip this joint',\n", + " ['Rip This Joint - Live',\n", + " 'Rip This Joint - Live',\n", + " 'Rip This Joint - Live',\n", + " 'Rip This Joint - Live',\n", + " 'Rip This Joint - Live',\n", + " 'Rip This Joint - Live']),\n", + " ('winning ugly', ['Winning Ugly', 'Winning Ugly - Remastered']),\n", + " ('yesterday', ['Yesterday - Remastered 2015', 'Yesterday - Remastered']),\n", + " ('street fighting man',\n", + " ['Street Fighting Man - Live',\n", + " 'Street Fighting Man - Live',\n", + " 'Street Fighting Man - Live',\n", + " 'Street Fighting Man - Live Licks Tour - 2009 Re-Mastered Digital Version',\n", + " 'Street Fighting Man - Live / Remastered 2009',\n", + " 'Street Fighting Man - Live']),\n", + " ('a hard days night',\n", + " [\"A Hard Day's Night - Live / Remastered\",\n", + " \"A Hard Day's Night - Remastered 2015\",\n", + " \"A Hard Day's Night - Remastered\"]),\n", + " ('within you without you',\n", + " ['Within You Without You - Take 1 / Indian Instruments',\n", + " 'Within You Without You - Remastered',\n", + " 'Within You Without You - Remix']),\n", + " ('all down the line',\n", + " ['All Down The Line - Live',\n", + " 'All Down The Line - Live',\n", + " 'All Down The Line - Live',\n", + " 'All Down The Line - Live',\n", + " 'All Down The Line - Live',\n", + " 'All Down The Line - Live At The Beacon Theatre, New York / 2006',\n", + " 'All Down The Line - Live']),\n", + " ('good morning good morning',\n", + " ['Good Morning Good Morning - Take 8',\n", + " 'Good Morning Good Morning - Remastered',\n", + " 'Good Morning Good Morning - Remix']),\n", + " ('you dont have to mean it',\n", + " [\"You Don't Have To Mean It - Live Licks Tour - 2009 Re-Mastered Digital Version\",\n", + " \"You Don't Have To Mean It - Remastered\"]),\n", + " ('love in vain',\n", + " ['Love In Vain - Live',\n", + " 'Love In Vain - Live',\n", + " 'Love In Vain - Live',\n", + " 'Love In Vain - Live / Remastered 2009']),\n", + " ('you dont have to go',\n", + " [\"You Don't Have To Go - Live\", \"You Don't Have To Go - Live\"]),\n", + " ('boys', ['Boys - Live / Remastered', 'Boys - Remastered 2009']),\n", + " ('bitch', ['Bitch - Live', 'Bitch - Live']),\n", + " ('the last time',\n", + " ['The Last Time - Top Gear / 1965',\n", + " 'The Last Time - Live In Ireland / 1965']),\n", + " ('honky tonk women',\n", + " ['Honky Tonk Women - Live',\n", + " 'Honky Tonk Women - Live',\n", + " 'Honky Tonk Women - Live',\n", + " 'Honky Tonk Women - Live Licks Tour - 2009 Re-Mastered Digital Version',\n", + " 'Honky Tonk Women - Live',\n", + " 'Honky Tonk Women - Live']),\n", + " ('twist and shout',\n", + " ['Twist And Shout - Live / Remastered',\n", + " 'Twist And Shout - Remastered 2009']),\n", + " ('hoochie coochie man',\n", + " ['Hoochie Coochie Man - Live', 'Hoochie Coochie Man - Live']),\n", + " ('introduction', ['Introduction - Live', 'Introduction - Live']),\n", + " ('champagne and reefer',\n", + " ['Champagne And Reefer - Live', 'Champagne And Reefer - Live']),\n", + " ('i go wild',\n", + " ['I Go Wild - Live',\n", + " 'I Go Wild - Live',\n", + " 'I Go Wild - Live',\n", + " 'I Go Wild - Remastered',\n", + " 'I Go Wild - Live']),\n", + " ('help',\n", + " ['Help! - Live / Remastered',\n", + " 'Help! - Remastered 2015',\n", + " 'Help! - Remastered']),\n", + " ('she was hot',\n", + " ['She Was Hot - Live At The Beacon Theatre, New York / 2006',\n", + " 'She Was Hot - Remastered']),\n", + " ('sympathy for the devil',\n", + " ['Sympathy For The Devil - Live At Beacon Theatre, New York / 2006',\n", + " 'Sympathy For The Devil - Live / Remastered 2009',\n", + " 'Sympathy For The Devil - Live']),\n", + " ('ticket to ride',\n", + " ['Ticket To Ride - Live / Remastered',\n", + " 'Ticket To Ride - Remastered 2015',\n", + " 'Ticket To Ride - Remastered']),\n", + " ('im moving on',\n", + " [\"I'm Moving On - The Joe Loss Pop Show / 1964\",\n", + " \"I'm Moving On - Live In Ireland / 1965\"]),\n", + " ('black limousine',\n", + " ['Black Limousine - Live', 'Black Limousine - Remastered']),\n", + " ('out of control', ['Out Of Control - Remastered', 'Out Of Control - Live']),\n", + " ('dizzy miss lizzy',\n", + " ['Dizzy Miss Lizzy - Live / Remastered', 'Dizzy Miss Lizzy - Remastered']),\n", + " ('you cant do that',\n", + " [\"You Can't Do That - Live / Bonus Track\",\n", + " \"You Can't Do That - Remastered\"]),\n", + " ('with a little help from my friends',\n", + " ['With A Little Help From My Friends - Remastered',\n", + " 'With A Little Help From My Friends - Remix',\n", + " 'With A Little Help From My Friends - Take 1 / False Start And Take 2 / Instrumental']),\n", + " ('babys in black',\n", + " [\"Baby's In Black - Live / Bonus Track\", \"Baby's In Black - Remastered\"]),\n", + " ('i will', ['I Will - Remastered', 'I Will']),\n", + " ('strawberry fields forever',\n", + " ['Strawberry Fields Forever - Take 7',\n", + " 'Strawberry Fields Forever - Take 26',\n", + " 'Strawberry Fields Forever - Stereo Mix 2015',\n", + " 'Strawberry Fields Forever - Remastered 2009']),\n", + " ('eleanor rigby',\n", + " ['Eleanor Rigby - Remastered 2015', 'Eleanor Rigby - Remastered']),\n", + " ('jumpin jack flash',\n", + " [\"Jumpin' Jack Flash - Live\",\n", + " \"Jumpin' Jack Flash - Live\",\n", + " 'Jumpin’ Jack Flash - Live',\n", + " \"Jumpin' Jack Flash - Live\",\n", + " 'Jumpin’ Jack Flash - Live',\n", + " 'Jumpin’ Jack Flash - Live',\n", + " 'Jumpin’ Jack Flash - Live',\n", + " \"Jumpin' Jack Flash - Live / Remastered 2009\",\n", + " \"Jumpin' Jack Flash - Live\"]),\n", + " ('before they make me run',\n", + " ['Before They Make Me Run - Remastered',\n", + " 'Before They Make Me Run - Remastered',\n", + " 'Before They Make Me Run - Live']),\n", + " ('hello goodbye',\n", + " ['Hello, Goodbye - Remastered 2015', 'Hello, Goodbye - Remastered 2009']),\n", + " ('hold back', ['Hold Back', 'Hold Back - Remastered']),\n", + " ('let it be', ['Let It Be - Remastered 2015', 'Let It Be - Remastered']),\n", + " ('continental drift',\n", + " ['Continental Drift - Live / Remastered 2009',\n", + " 'Continental Drift - Remastered']),\n", + " ('sweet virginia',\n", + " ['Sweet Virginia - Live',\n", + " 'Sweet Virginia - Live',\n", + " 'Sweet Virginia - Live',\n", + " 'Sweet Virginia - Live / Remastered 2009']),\n", + " ('rock me baby',\n", + " ['Rock Me Baby - Live',\n", + " 'Rock Me, Baby - Live Licks Tour - 2009 Re-Mastered Digital Version']),\n", + " ('getting better',\n", + " ['Getting Better - Remastered',\n", + " 'Getting Better - Remix',\n", + " 'Getting Better - Take 1 / Instrumental And Speech At The End']),\n", + " ('penny lane',\n", + " ['Penny Lane - Take 6 / Instrumental',\n", + " 'Penny Lane - Stereo Mix 2017',\n", + " 'Penny Lane - Remastered 2015',\n", + " 'Penny Lane - Remastered 2009']),\n", + " ('shine a light',\n", + " ['Shine A Light - Live',\n", + " 'Shine A Light - Live',\n", + " 'Shine A Light - Live',\n", + " 'Shine A Light - Live',\n", + " 'Shine A Light - Live At The Beacon Theatre, New York / 2006',\n", + " 'Shine A Light - Live / Remastered 2009',\n", + " 'Shine a Light - Live']),\n", + " ('like a rolling stone',\n", + " ['Like A Rolling Stone - Live',\n", + " 'Like A Rolling Stone - Live',\n", + " 'Like A Rolling Stone - Live',\n", + " 'Like A Rolling Stone - Live',\n", + " 'Like a Rolling Stone - Live',\n", + " 'Like A Rolling Stone - Live / Remastered 2009']),\n", + " ('lucy in the sky with diamonds',\n", + " ['Lucy In The Sky With Diamonds - Remastered',\n", + " 'Lucy In The Sky With Diamonds - Remix',\n", + " 'Lucy In The Sky With Diamonds - Take 1']),\n", + " ('worried about you',\n", + " ['Worried About You - Live Licks Tour - 2009 Re-Mastered Digital Version',\n", + " 'Worried About You - Remastered']),\n", + " ('cant you hear me knocking',\n", + " [\"Can't You Hear Me Knocking - Live\",\n", + " \"Can't You Hear Me Knocking - Live Licks Tour - 2009 Re-Mastered Digital Version\"]),\n", + " ('live with me',\n", + " ['Live With Me - Live',\n", + " 'Live With Me - Live',\n", + " 'Live With Me - Live At The Beacon Theatre, New York / 2006']),\n", + " ('too rude', ['Too Rude', 'Too Rude - Remastered']),\n", + " ('i wanna be your man',\n", + " ['I Wanna Be Your Man - Saturday Club / 1964',\n", + " 'I Wanna Be Your Man - Remastered']),\n", + " ('key to the highway',\n", + " ['Key To The Highway - Piano Instrumental',\n", + " 'Key To The Highway - Piano Instrumental/Remastered 2009']),\n", + " ('down the road apiece',\n", + " ['Down The Road Apiece - Top Gear / 1965',\n", + " 'Down The Road Apiece - Live In Ireland / 1965']),\n", + " ('everybodys trying to be my baby',\n", + " ['Everybody’s Trying To Be My Baby - Live / Bonus Track',\n", + " \"Everybody's Trying To Be My Baby - Remastered\"]),\n", + " ('something', ['Something - Remastered 2015', 'Something - Remastered']),\n", + " ('all my loving',\n", + " ['All My Loving - Live / Remastered', 'All My Loving - Remastered'])]" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ctitles = set([t['ctitle'] for t in tracks.find()])\n", + "\n", + "[(ct, [t['name'] for t in tracks.find({'ctitle': ct})]) \n", + " for ct in ctitles\n", + " if tracks.find({'ctitle': ct}).count() > 1\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[('you cant always get what you want',\n", + " [('You Can’t Always Get What You Want - Live', 0.409),\n", + " (\"You Can't Always Get What You Want - Live / Remastered 2009\", 0.419)]),\n", + " ('fixing a hole',\n", + " [('Fixing A Hole - Remastered', 0.0783),\n", + " ('Fixing A Hole - Remix', 0.0678),\n", + " ('Fixing A Hole - Speech And Take 3', 0.0437)]),\n", + " ('harlem shuffle',\n", + " [('Harlem Shuffle', 0.224), ('Harlem Shuffle - Remastered', 0.319)]),\n", + " ('back to zero',\n", + " [('Back To Zero', 0.064), ('Back To Zero - Remastered', 0.0767)]),\n", + " ('lies', [('Lies - Remastered', 0.524), ('Lies - Remastered', 0.472)]),\n", + " ('get back',\n", + " [('Get Back - Remastered 2015', 0.0959), ('Get Back - Remastered', 0.61)]),\n", + " ('roll over beethoven',\n", + " [('Roll Over Beethoven - Saturday Club / 1963', 0.316),\n", + " ('Roll Over Beethoven - Live / Remastered', 0.634),\n", + " ('Roll Over Beethoven - Remastered', 0.0952)]),\n", + " ('dirty work', [('Dirty Work', 0.0878), ('Dirty Work - Remastered', 0.0808)]),\n", + " ('all you need is love',\n", + " [('All You Need Is Love - Remastered 2015', 0.263),\n", + " ('All You Need Is Love - Remastered', 0.286),\n", + " ('All You Need Is Love - Remastered 2009', 0.155)]),\n", + " ('slipping away',\n", + " [('Slipping Away - Live / Remastered 2009', 0.106),\n", + " ('Slipping Away - Remastered', 0.421)]),\n", + " ('come together',\n", + " [('Come Together - Remastered 2015', 0.1),\n", + " ('Come Together - Remastered', 0.0926)]),\n", + " ('cant buy me love',\n", + " [(\"Can't Buy Me Love - Remastered 2015\", 0.325),\n", + " (\"Can't Buy Me Love - Remastered\", 0.321)]),\n", + " ('sgt peppers lonely hearts club band reprise',\n", + " [(\"Sgt. Pepper's Lonely Hearts Club Band (Reprise) - Speech And Take 8\",\n", + " 0.148),\n", + " (\"Sgt. Pepper's Lonely Hearts Club Band (Reprise) - Remix\", 0.463)]),\n", + " ('the long and winding road',\n", + " [('The Long And Winding Road - Remastered 2015', 0.0718),\n", + " ('The Long And Winding Road - Remastered', 0.0559)]),\n", + " ('when im sixtyfour',\n", + " [(\"When I'm Sixty-Four - Take 2\", 0.0747),\n", + " (\"When I'm Sixty-Four - Remix\", 0.142)]),\n", + " ('some girls',\n", + " [('Some Girls - Remastered', 0.409), ('Some Girls - Remastered', 0.51)]),\n", + " ('shattered',\n", + " [('Shattered - Remastered', 0.124), ('Shattered - Remastered', 0.122)]),\n", + " ('the spider and the fly',\n", + " [('The Spider And The Fly - Yeah Yeah / 1965', 0.0691),\n", + " ('The Spider And The Fly - Live / Remastered 2009', 0.352)]),\n", + " ('being for the benefit of mr kite',\n", + " [('Being For The Benefit Of Mr. Kite! - Remastered', 0.0992),\n", + " ('Being For The Benefit Of Mr. Kite! - Remix', 0.105),\n", + " ('Being For The Benefit Of Mr. Kite! - Take 4', 0.432)]),\n", + " ('had it with you',\n", + " [('Had It With You', 0.0655), ('Had It With You - Remastered', 0.0744)]),\n", + " ('yellow submarine',\n", + " [('Yellow Submarine - Remastered 2015', 0.543),\n", + " ('Yellow Submarine - Remastered', 0.528),\n", + " ('Yellow Submarine - Remastered', 0.438)]),\n", + " ('beast of burden',\n", + " [('Beast Of Burden - Remastered', 0.0389),\n", + " ('Beast Of Burden - Remastered', 0.0382)]),\n", + " ('lovely rita',\n", + " [('Lovely Rita - Speech And Take 9', 0.384),\n", + " ('Lovely Rita - Remastered', 0.118),\n", + " ('Lovely Rita - Remix', 0.0946)]),\n", + " ('respectable',\n", + " [('Respectable - Remastered', 0.0677),\n", + " ('Respectable - Remastered', 0.0677)]),\n", + " ('tell me why',\n", + " [('Tell Me Why', 0.0512), ('Tell Me Why - Remastered', 0.307)]),\n", + " ('little by little',\n", + " [('Little By Little - The Joe Loss Pop Show / 1964', 0.531),\n", + " ('Little By Little', 0.212)]),\n", + " ('got my mojo workin',\n", + " [(\"Got My Mojo Workin' - Live\", 0.686),\n", + " (\"Got My Mojo Workin' - Live\", 0.659)]),\n", + " ('far away eyes',\n", + " [('Far Away Eyes - Remastered', 0.258),\n", + " ('Far Away Eyes - Remastered', 0.232)]),\n", + " ('one hit to the body',\n", + " [('One Hit (To The Body)', 0.62),\n", + " ('One Hit (To The Body) - Remastered', 0.688)]),\n", + " ('just my imagination running away with me',\n", + " [('Just My Imagination (Running Away With Me) - Remastered', 0.411),\n", + " ('Just My Imagination (Running Away With Me) - Remastered', 0.322)]),\n", + " ('i cant get no satisfaction',\n", + " [(\"(I Can't Get No) Satisfaction - Saturday Club / 1965\", 0.106),\n", + " (\"(I Can't Get No) Satisfaction - Live / Remastered 2009\", 0.511),\n", + " (\"(I Can't Get No) Satisfaction - Live\", 0.357)]),\n", + " ('sleep tonight',\n", + " [('Sleep Tonight', 0.273), ('Sleep Tonight - Remastered', 0.297)]),\n", + " ('love me do',\n", + " [('Love Me Do - Mono / Remastered', 0.154),\n", + " ('Love Me Do - Remastered 2009', 0.227)]),\n", + " ('miss you',\n", + " [('Miss You - Remastered', 0.364),\n", + " ('Miss You - Remastered', 0.236),\n", + " ('Miss You - Live', 0.646)]),\n", + " ('when the whip comes down',\n", + " [('When The Whip Comes Down - Remastered', 0.242),\n", + " ('When The Whip Comes Down - Remastered', 0.205)]),\n", + " ('eight days a week',\n", + " [('Eight Days A Week - Remastered 2015', 0.215),\n", + " ('Eight Days A Week - Remastered', 0.119)]),\n", + " ('shes leaving home',\n", + " [(\"She's Leaving Home - Remastered\", 0.106),\n", + " (\"She's Leaving Home - Remix\", 0.117),\n", + " (\"She's Leaving Home - Take 1 / Instrumental\", 0.125)]),\n", + " ('everybody needs somebody to love',\n", + " [('Everybody Needs Somebody To Love - Top Gear / 1965', 0.496),\n", + " ('Everybody Needs Somebody To Love - Live In Ireland / 1965', 0.296)]),\n", + " ('winning ugly',\n", + " [('Winning Ugly', 0.693), ('Winning Ugly - Remastered', 0.689)]),\n", + " ('yesterday',\n", + " [('Yesterday - Remastered 2015', 0.0968),\n", + " ('Yesterday - Remastered', 0.0886)]),\n", + " ('a hard days night',\n", + " [(\"A Hard Day's Night - Remastered 2015\", 0.0983),\n", + " (\"A Hard Day's Night - Remastered\", 0.0996)]),\n", + " ('within you without you',\n", + " [('Within You Without You - Take 1 / Indian Instruments', 0.134),\n", + " ('Within You Without You - Remastered', 0.486),\n", + " ('Within You Without You - Remix', 0.289)]),\n", + " ('all down the line',\n", + " [('All Down The Line - Live', 0.39),\n", + " ('All Down The Line - Live At The Beacon Theatre, New York / 2006',\n", + " 0.466)]),\n", + " ('good morning good morning',\n", + " [('Good Morning Good Morning - Take 8', 0.158),\n", + " ('Good Morning Good Morning - Remix', 0.5)]),\n", + " ('love in vain',\n", + " [('Love In Vain - Live', 0.62),\n", + " ('Love In Vain - Live / Remastered 2009', 0.158)]),\n", + " ('twist and shout',\n", + " [('Twist And Shout - Live / Remastered', 0.508),\n", + " ('Twist And Shout - Remastered 2009', 0.0414)]),\n", + " ('introduction',\n", + " [('Introduction - Live', 0.389), ('Introduction - Live', 0.45)]),\n", + " ('help',\n", + " [('Help! - Remastered 2015', 0.0776), ('Help! - Remastered', 0.0994)]),\n", + " ('ticket to ride',\n", + " [('Ticket To Ride - Live / Remastered', 0.366),\n", + " ('Ticket To Ride - Remastered 2015', 0.259),\n", + " ('Ticket To Ride - Remastered', 0.233)]),\n", + " ('im moving on',\n", + " [(\"I'm Moving On - The Joe Loss Pop Show / 1964\", 0.361),\n", + " (\"I'm Moving On - Live In Ireland / 1965\", 0.616)]),\n", + " ('dizzy miss lizzy',\n", + " [('Dizzy Miss Lizzy - Live / Remastered', 0.496),\n", + " ('Dizzy Miss Lizzy - Remastered', 0.0962)]),\n", + " ('with a little help from my friends',\n", + " [('With A Little Help From My Friends - Remastered', 0.389),\n", + " ('With A Little Help From My Friends - Remix', 0.22),\n", + " ('With A Little Help From My Friends - Take 1 / False Start And Take 2 / Instrumental',\n", + " 0.154)]),\n", + " ('i will', [('I Will - Remastered', 0.0822), ('I Will', 0.113)]),\n", + " ('strawberry fields forever',\n", + " [('Strawberry Fields Forever - Take 7', 0.111),\n", + " ('Strawberry Fields Forever - Take 26', 0.335),\n", + " ('Strawberry Fields Forever - Stereo Mix 2015', 0.0884),\n", + " ('Strawberry Fields Forever - Remastered 2009', 0.0713)]),\n", + " ('eleanor rigby',\n", + " [('Eleanor Rigby - Remastered 2015', 0.359),\n", + " ('Eleanor Rigby - Remastered', 0.305)]),\n", + " ('before they make me run',\n", + " [('Before They Make Me Run - Remastered', 0.0499),\n", + " ('Before They Make Me Run - Remastered', 0.0532)]),\n", + " ('hello goodbye',\n", + " [('Hello, Goodbye - Remastered 2015', 0.525),\n", + " ('Hello, Goodbye - Remastered 2009', 0.414)]),\n", + " ('hold back', [('Hold Back', 0.343), ('Hold Back - Remastered', 0.368)]),\n", + " ('let it be',\n", + " [('Let It Be - Remastered 2015', 0.112), ('Let It Be - Remastered', 0.111)]),\n", + " ('getting better',\n", + " [('Getting Better - Remastered', 0.0712),\n", + " ('Getting Better - Remix', 0.0953),\n", + " ('Getting Better - Take 1 / Instrumental And Speech At The End', 0.183)]),\n", + " ('penny lane',\n", + " [('Penny Lane - Take 6 / Instrumental', 0.118),\n", + " ('Penny Lane - Stereo Mix 2017', 0.113),\n", + " ('Penny Lane - Remastered 2015', 0.16),\n", + " ('Penny Lane - Remastered 2009', 0.136)]),\n", + " ('lucy in the sky with diamonds',\n", + " [('Lucy In The Sky With Diamonds - Remastered', 0.139),\n", + " ('Lucy In The Sky With Diamonds - Remix', 0.156),\n", + " ('Lucy In The Sky With Diamonds - Take 1', 0.106)]),\n", + " ('worried about you',\n", + " [('Worried About You - Live Licks Tour - 2009 Re-Mastered Digital Version',\n", + " 0.47),\n", + " ('Worried About You - Remastered', 0.0865)]),\n", + " ('too rude', [('Too Rude', 0.0245), ('Too Rude - Remastered', 0.0231)]),\n", + " ('i wanna be your man',\n", + " [('I Wanna Be Your Man - Saturday Club / 1964', 0.0925),\n", + " ('I Wanna Be Your Man - Remastered', 0.292)]),\n", + " ('key to the highway',\n", + " [('Key To The Highway - Piano Instrumental', 0.132),\n", + " ('Key To The Highway - Piano Instrumental/Remastered 2009', 0.138)]),\n", + " ('everybodys trying to be my baby',\n", + " [('Everybody’s Trying To Be My Baby - Live / Bonus Track', 0.448),\n", + " (\"Everybody's Trying To Be My Baby - Remastered\", 0.134)]),\n", + " ('something',\n", + " [('Something - Remastered 2015', 0.144), ('Something - Remastered', 0.138)])]" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ctitles = set([t['ctitle'] for t in tracks.find()])\n", + "\n", + "[(ct, [(t['name'], t['liveness']) for t in tracks.find({'ctitle': ct, 'liveness': {'$lt': 0.7}})]) \n", + " for ct in ctitles\n", + " if tracks.find({'ctitle': ct, 'liveness': {'$lt': 0.7}}).count() > 1\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('sweet little sixteen',\n", + " 'Sweet Little Sixteen - Live',\n", + " 'Sweet Little Sixteen'),\n", + " ('sweet little sixteen',\n", + " 'Sweet Little Sixteen - Live',\n", + " 'Sweet Little Sixteen'),\n", + " ('roll over beethoven',\n", + " 'Roll Over Beethoven - Saturday Club / 1963',\n", + " 'Roll Over Beethoven'),\n", + " ('roll over beethoven',\n", + " 'Roll Over Beethoven - Saturday Club / 1963',\n", + " 'Roll Over Beethoven'),\n", + " ('memphis tennessee',\n", + " 'Memphis, Tennessee - Saturday Club / 1963',\n", + " 'Memphis, Tennessee'),\n", + " ('memphis tennessee',\n", + " 'Memphis, Tennessee - Saturday Club / 1963',\n", + " 'Memphis Tennessee'),\n", + " ('i wanna be your man',\n", + " 'I Wanna Be Your Man - Saturday Club / 1964',\n", + " 'I Wanna Be Your Man'),\n", + " ('i wanna be your man',\n", + " 'I Wanna Be Your Man - Saturday Club / 1964',\n", + " 'I Wanna Be Your Man'),\n", + " ('carol', 'Carol - Saturday Club / 1964', 'Carol'),\n", + " ('carol', 'Carol - Saturday Club / 1964', 'Carol'),\n", + " ('little by little',\n", + " 'Little By Little - The Joe Loss Pop Show / 1964',\n", + " 'Little by Little'),\n", + " ('little by little',\n", + " 'Little By Little - The Joe Loss Pop Show / 1964',\n", + " 'Little By Little'),\n", + " ('wild horses', 'Wild Horses - Live', 'Wild Horses'),\n", + " ('wild horses', 'Wild Horses - Live', 'Wild Horses'),\n", + " ('wild horses', 'Wild Horses - Live', 'Wild Horses'),\n", + " ('wild horses', 'Wild Horses - Live', 'Wild Horses'),\n", + " ('wild horses', 'Wild Horses - Live', 'Wild Horses'),\n", + " ('wild horses', 'Wild Horses - Live', 'Wild Horses'),\n", + " ('twist and shout', 'Twist And Shout - Live / Remastered', 'Twist and Shout'),\n", + " ('twist and shout',\n", + " 'Twist And Shout - Live / Remastered',\n", + " 'Twist and shout - reloved version'),\n", + " ('twist and shout',\n", + " 'Twist And Shout - Live / Remastered',\n", + " 'Twist And Shout - Remastered 2009'),\n", + " ('roll over beethoven',\n", + " 'Roll Over Beethoven - Live / Remastered',\n", + " 'Roll Over Beethoven'),\n", + " ('roll over beethoven',\n", + " 'Roll Over Beethoven - Live / Remastered',\n", + " 'Roll Over Beethoven'),\n", + " ('she loves you', 'She Loves You - Live / Remastered', 'She Loves You'),\n", + " ('she loves you',\n", + " 'She Loves You - Live / Remastered',\n", + " 'She loves you - reloved version'),\n", + " ('i want to hold your hand',\n", + " 'I Want To Hold Your Hand - Live / Bonus Track',\n", + " 'I Want to Hold Your Hand'),\n", + " ('i want to hold your hand',\n", + " 'I Want To Hold Your Hand - Live / Bonus Track',\n", + " 'I Want to Hold Your Hand'),\n", + " ('love me do', 'Love Me Do - Mono / Remastered', 'Love Me Do'),\n", + " ('love me do',\n", + " 'Love Me Do - Mono / Remastered',\n", + " 'Love Me Do - Spankox Liverpool Remix'),\n", + " ('she loves you', 'She Loves You - Mono / Remastered', 'She Loves You'),\n", + " ('she loves you',\n", + " 'She Loves You - Mono / Remastered',\n", + " 'She loves you - reloved version'),\n", + " ('i want to hold your hand',\n", + " 'I Want To Hold Your Hand - Remastered 2015',\n", + " 'I Want to Hold Your Hand'),\n", + " ('i want to hold your hand',\n", + " 'I Want To Hold Your Hand - Remastered 2015',\n", + " 'I Want to Hold Your Hand'),\n", + " ('yesterday', 'Yesterday - Remastered 2015', 'Yesterday'),\n", + " ('yesterday', 'Yesterday - Remastered 2015', 'Yesterday'),\n", + " ('i will', 'I Will - Remastered', 'I Will'),\n", + " ('i will', 'I Will - Remastered', 'I Will'),\n", + " ('youve got to hide your love away',\n", + " \"You've Got To Hide Your Love Away - Remastered\",\n", + " \"You've Got to Hide Your Love Away\"),\n", + " ('youve got to hide your love away',\n", + " \"You've Got To Hide Your Love Away - Remastered\",\n", + " \"You've Got To Hide Your Love Away - Take 5, Mono\"),\n", + " ('yesterday', 'Yesterday - Remastered', 'Yesterday'),\n", + " ('yesterday', 'Yesterday - Remastered', 'Yesterday'),\n", + " ('little by little', 'Little By Little', 'Little by Little'),\n", + " ('little by little', 'Little By Little', 'Little By Little'),\n", + " ('roll over beethoven',\n", + " 'Roll Over Beethoven - Remastered',\n", + " 'Roll Over Beethoven'),\n", + " ('roll over beethoven',\n", + " 'Roll Over Beethoven - Remastered',\n", + " 'Roll Over Beethoven'),\n", + " ('i wanna be your man',\n", + " 'I Wanna Be Your Man - Remastered',\n", + " 'I Wanna Be Your Man'),\n", + " ('i wanna be your man',\n", + " 'I Wanna Be Your Man - Remastered',\n", + " 'I Wanna Be Your Man'),\n", + " ('money thats what i want',\n", + " \"Money (That's What I Want) - Remastered\",\n", + " \"Money (That's What I Want)\"),\n", + " ('money thats what i want',\n", + " \"Money (That's What I Want) - Remastered\",\n", + " \"Money (That's What I Want) - Remastered 2009\"),\n", + " ('please please me',\n", + " 'Please Please Me - Remastered 2009',\n", + " 'Please Please Me'),\n", + " ('please please me',\n", + " 'Please Please Me - Remastered 2009',\n", + " 'Please, Please Me'),\n", + " ('love me do', 'Love Me Do - Remastered 2009', 'Love Me Do'),\n", + " ('love me do',\n", + " 'Love Me Do - Remastered 2009',\n", + " 'Love Me Do - Spankox Liverpool Remix'),\n", + " ('ps i love you', 'P.S. I Love You - Remastered 2009', 'P.S. I Love You'),\n", + " ('ps i love you',\n", + " 'P.S. I Love You - Remastered 2009',\n", + " 'P.s. i love you - reloved version'),\n", + " ('twist and shout', 'Twist And Shout - Remastered 2009', 'Twist and Shout'),\n", + " ('twist and shout',\n", + " 'Twist And Shout - Remastered 2009',\n", + " 'Twist and shout - reloved version'),\n", + " ('twist and shout',\n", + " 'Twist And Shout - Remastered 2009',\n", + " 'Twist And Shout - Remastered 2009'),\n", + " ('i will', 'I Will', 'I Will'),\n", + " ('i will', 'I Will', 'I Will'),\n", + " ('paranoid android', 'Paranoid Android', 'Paranoid Android'),\n", + " ('paranoid android', 'Paranoid Android', 'Paranoid Android'),\n", + " ('high and dry', 'High And Dry', 'High and Dry'),\n", + " ('high and dry', 'High And Dry', 'High And Dry'),\n", + " ('wild horses', 'Wild Horses - Live / Remastered 2009', 'Wild Horses'),\n", + " ('wild horses', 'Wild Horses - Live / Remastered 2009', 'Wild Horses'),\n", + " ('pain in my heart',\n", + " 'Pain In My Heart - Live In Ireland / 1965',\n", + " 'Pain In My Heart'),\n", + " ('pain in my heart',\n", + " 'Pain In My Heart - Live In Ireland / 1965',\n", + " 'Pain In My Heart - Live In Ireland / 1965')]" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[(t['ctitle'], t['name'], g['title']) \n", + " for t in tracks.find()\n", + " for g in genius_tracks.find({'ctitle': t['ctitle']})\n", + " if genius_tracks.find({'ctitle': t['ctitle']}).count() > 1]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now to see what the differences are. Find the tracks that are in both collections, and tracks that are in only one." + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(541, 521, 107)" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "in_both = set((g['ctitle'], g['primary_artist']['name'])\n", + " for g in genius_tracks.find({}, ['ctitle', 'primary_artist.name']) \n", + " if tracks.find({'ctitle': g['ctitle']}).count())\n", + "\n", + "genius_only = set((g['ctitle'], g['primary_artist']['name']) \n", + " for g in genius_tracks.find({}, ['ctitle', 'primary_artist.name']) \n", + " if not tracks.find({'ctitle': g['ctitle']}).count())\n", + "\n", + "spotify_only = set((s['ctitle'], s['artist_name'])\n", + " for s in tracks.find({}, ['ctitle', 'artist_name']) \n", + " if not genius_tracks.find({'ctitle': s['ctitle']}).count())\n", + "\n", + "len(in_both), len(genius_only), len(spotify_only)" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[('if u cant dance', 'Spice Girls'),\n", + " ('champagne and reefer', 'The Rolling Stones'),\n", + " ('key to the highway', 'The Rolling Stones'),\n", + " ('stop', 'Spice Girls'),\n", + " ('right back at ya', 'Spice Girls'),\n", + " ('you dont have to go', 'Muddy Waters'),\n", + " ('let love lead the way', 'Spice Girls'),\n", + " ('county jail', 'Muddy Waters'),\n", + " ('trouble no more', 'Muddy Waters'),\n", + " ('time goes by', 'Spice Girls'),\n", + " ('little ta', 'The Rolling Stones'),\n", + " ('pepperland', 'George Martin'),\n", + " ('you got me rockin', 'The Rolling Stones'),\n", + " ('sea of holes', 'George Martin'),\n", + " ('next time you see me', 'The Rolling Stones'),\n", + " ('something kinda funny', 'Spice Girls'),\n", + " ('untitled', 'Radiohead'),\n", + " ('if you wanna have some fun', 'Spice Girls'),\n", + " ('wasting my time', 'Spice Girls'),\n", + " ('packt like sardines in a crushed tin box', 'Radiohead'),\n", + " ('do it', 'Spice Girls'),\n", + " ('march of the meanies', 'George Martin'),\n", + " ('codex illum sphere', 'Radiohead'),\n", + " ('spice up your life', 'Spice Girls'),\n", + " ('oxygen', 'Spice Girls'),\n", + " ('the lady is a vamp', 'Spice Girls'),\n", + " ('last time lover', 'Spice Girls'),\n", + " ('sweet little angel', 'Muddy Waters'),\n", + " ('instrumental 1', 'The Rolling Stones'),\n", + " ('long distance call', 'The Rolling Stones'),\n", + " ('who do you think you are', 'Spice Girls'),\n", + " ('wannabe', 'Spice Girls'),\n", + " ('one eyed woman', 'The Rolling Stones'),\n", + " ('love thing', 'Spice Girls'),\n", + " ('youre gonna miss me when im gone', 'Muddy Waters'),\n", + " ('pepperland laid waste', 'George Martin'),\n", + " ('outro', 'Jimi Hendrix'),\n", + " ('everybody needs somebody to love finale', 'The Rolling Stones'),\n", + " ('sea of monsters', 'George Martin'),\n", + " ('2 become 1', 'Spice Girls'),\n", + " ('just my imagination', 'The Rolling Stones'),\n", + " ('say youll be there', 'Spice Girls'),\n", + " ('viva forever', 'Spice Girls'),\n", + " ('bullet proof i wish i was', 'Radiohead'),\n", + " ('holler', 'Spice Girls'),\n", + " ('flip flop and fly', 'Muddy Waters'),\n", + " ('naked', 'Spice Girls'),\n", + " ('denying', 'Spice Girls'),\n", + " ('clouds in my heart', 'The Rolling Stones'),\n", + " ('when im sixty four', 'The Beatles'),\n", + " ('fannie mae', 'The Rolling Stones'),\n", + " ('i will los angeles version', 'Radiohead'),\n", + " ('little by little shed', 'Radiohead'),\n", + " ('hi heel sneakers', 'The Rolling Stones'),\n", + " ('i cant turn you loose', 'Bob Clearmountain'),\n", + " ('mama', 'Spice Girls'),\n", + " ('bloom jamie xx rework', 'Radiohead'),\n", + " ('faraway eyes', 'The Rolling Stones'),\n", + " ('saturday night divas', 'Spice Girls'),\n", + " ('jumping jack flash', 'The Rolling Stones'),\n", + " ('got my mojo workin', 'The Rolling Stones'),\n", + " ('never give up on the good times', 'Spice Girls'),\n", + " ('get down with me', 'Spice Girls'),\n", + " ('revolution 1', 'The Beatles'),\n", + " ('instrumental 2', 'The Rolling Stones'),\n", + " ('weekend love', 'Spice Girls'),\n", + " ('country boy', 'Muddy Waters'),\n", + " ('move over', 'Spice Girls'),\n", + " ('kansas city heyheyheyhey', 'The Beatles'),\n", + " ('dollars cents', 'Radiohead'),\n", + " ('a punch up at a wedding', 'Radiohead'),\n", + " ('too much', 'Spice Girls'),\n", + " ('honky tonk woman', 'The Rolling Stones'),\n", + " ('sea of time', 'George Martin')]" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[s for s in spotify_only \n", + " if 'rmx' not in s[0]\n", + " if 'remix' not in s[0]\n", + " if 'live' not in s[0]\n", + " if 'intro' not in s[0]\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('sha la la la la', 'The Beatles'),\n", + " ('susie q', 'The Rolling Stones'),\n", + " ('nobodys child', 'The Beatles'),\n", + " ('prodigal son', 'The Rolling Stones'),\n", + " ('come and get it', 'The Beatles'),\n", + " ('surprise surprise', 'The Rolling Stones'),\n", + " ('i promise', 'Radiohead'),\n", + " ('keep your hands off my baby', 'The Beatles'),\n", + " ('four guys', 'James Richards'),\n", + " ('so divine aladdin story', 'The Rolling Stones'),\n", + " ('punchdrunk lovesick singalong', 'Radiohead'),\n", + " ('im talking about you', 'The Beatles'),\n", + " ('bebopalula', 'The Beatles'),\n", + " ('gangsters maul', 'The Rolling Stones'),\n", + " ('the daily mail', 'Radiohead'),\n", + " ('plundered my soul', 'The Rolling Stones'),\n", + " ('i need you baby mona', 'The Rolling Stones'),\n", + " ('clarabella', 'The Beatles'),\n", + " ('everyone needs someone to hate', 'On A Friday'),\n", + " ('what is that you say', 'Radiohead'),\n", + " ('i call your name', 'The Beatles'),\n", + " ('congratulations', 'The Rolling Stones'),\n", + " ('tell me', 'The Rolling Stones'),\n", + " ('gotta get away', 'The Rolling Stones'),\n", + " ('empty heart', 'The Rolling Stones'),\n", + " ('wake up in the morning', 'The Rolling Stones'),\n", + " ('crying waiting hoping', 'The Beatles'),\n", + " ('if you cant rock me', 'The Rolling Stones'),\n", + " ('money', 'The Rolling Stones'),\n", + " ('the harder they come', 'The Rolling Stones'),\n", + " ('sympathy for the devil fatboy slim remix', 'The Rolling Stones'),\n", + " ('i just dont understand', 'The Beatles'),\n", + " ('still a fool', 'The Rolling Stones'),\n", + " ('dandelion', 'The Rolling Stones'),\n", + " ('good times', 'The Rolling Stones'),\n", + " ('lull', 'Radiohead'),\n", + " ('searchin', 'The Beatles'),\n", + " ('down home girl', 'The Rolling Stones'),\n", + " ('lozenge of love', 'Radiohead'),\n", + " ('harlem shuffle ny mix', 'The Rolling Stones'),\n", + " ('stop breaking down', 'The Rolling Stones'),\n", + " ('i froze up', 'Radiohead'),\n", + " ('to know her is to love her', 'The Beatles'),\n", + " ('drift away', 'The Rolling Stones'),\n", + " ('somewhere', 'Ali brustofski'),\n", + " ('if i was a dancer dance part 2', 'The Rolling Stones'),\n", + " ('youve got a hold on me', 'The Beatles'),\n", + " ('the beatles seventh christmas record', 'The Beatles'),\n", + " ('how do you do it', 'The Beatles'),\n", + " ('mailman bring me no more blues', 'The Beatles'),\n", + " ('corinna', 'The Rolling Stones'),\n", + " ('the storm', 'The Rolling Stones'),\n", + " ('sweet black angel', 'The Rolling Stones'),\n", + " ('mothers little helper', 'The Rolling Stones'),\n", + " ('dont lie to me', 'The Rolling Stones'),\n", + " ('free as a bird', 'The Beatles'),\n", + " ('the lantern', 'The Rolling Stones'),\n", + " ('molasses', 'Radiohead'),\n", + " ('hello little girl', 'The Beatles'),\n", + " ('yove got to hide your love away', 'The Beatles'),\n", + " ('she said yeah', 'The Rolling Stones'),\n", + " ('the fool on the hill demo', 'The Beatles'),\n", + " ('million dollar question', 'Radiohead'),\n", + " ('19th nervous breakdown', 'The Rolling Stones'),\n", + " ('i forgot to remember to forget', 'The Beatles'),\n", + " ('stoned', 'The Rolling Stones'),\n", + " ('have you seen your mother baby standing in the shadow',\n", + " 'The Rolling Stones'),\n", + " ('staircase', 'Radiohead'),\n", + " ('cant get next to you', 'The Rolling Stones'),\n", + " ('a picture of you', 'The Beatles'),\n", + " ('let it loose', 'The Rolling Stones'),\n", + " ('memphis', 'The Beatles'),\n", + " ('rain fall down william remix', 'The Rolling Stones'),\n", + " ('riding on a bus', 'The Beatles'),\n", + " ('in spite of all the danger', 'The Beatles'),\n", + " ('bad to me', 'The Beatles'),\n", + " ('eleanor rigbyjulia transition', 'The Beatles'),\n", + " ('goin home', 'The Rolling Stones'),\n", + " ('anyway you look at it', 'The Rolling Stones'),\n", + " ('try a little harder', 'The Rolling Stones'),\n", + " ('suzy parker', 'The Beatles'),\n", + " ('we want the stones', 'The Rolling Stones'),\n", + " ('cry for a shadow', 'The Beatles'),\n", + " ('untogether', 'Radiohead'),\n", + " ('sweet georgia brown', 'The Beatles'),\n", + " ('cocksucker blues', 'The Rolling Stones'),\n", + " ('no expectations', 'The Rolling Stones'),\n", + " ('give peace a chance', 'The Beatles'),\n", + " ('tell me why ep', 'The Beatles'),\n", + " ('hand of fate', 'The Rolling Stones'),\n", + " ('swanee river', 'The Beatles'),\n", + " ('cuttooth', 'Radiohead'),\n", + " ('jazz piano song', 'The Beatles'),\n", + " ('wonderwall', 'Radiohead'),\n", + " ('that girl belongs to yesterday', 'The Rolling Stones'),\n", + " ('this boy', 'The Beatles'),\n", + " ('country honk', 'The Rolling Stones'),\n", + " ('within you without youtomorrow never knows', 'The Beatles'),\n", + " ('we love you', 'The Rolling Stones'),\n", + " ('diddley daddy', 'The Rolling Stones'),\n", + " ('get off of my cloud', 'The Rolling Stones'),\n", + " ('sing this all together', 'The Rolling Stones'),\n", + " ('stupid car', 'Radiohead'),\n", + " ('sure to fall', 'The Beatles'),\n", + " ('wish you were here', 'Radiohead'),\n", + " ('meet me in the bottom', 'The Rolling Stones'),\n", + " ('harry patch in memory of', 'Radiohead'),\n", + " ('lets dance', 'The Beatles'),\n", + " ('what is it that you say', 'On A Friday'),\n", + " ('set fire to that lot', 'The Beatles'),\n", + " ('step inside love', 'The Beatles'),\n", + " ('what goes on girl', 'The Beatles'),\n", + " ('too much monkey business', 'The Beatles'),\n", + " ('john lennon vs bill oreilly', 'Nice Peter'),\n", + " ('sing this all together see what happens', 'The Rolling Stones'),\n", + " ('somebody else', 'Radiohead'),\n", + " ('it should be you', 'The Rolling Stones'),\n", + " ('downtown suzie', 'The Rolling Stones'),\n", + " ('i want none of this', 'Radiohead'),\n", + " ('revolution i', 'The Beatles'),\n", + " ('100 years ago', 'The Rolling Stones'),\n", + " ('bishops robes', 'Radiohead'),\n", + " ('whatd i say', 'The Beatles'),\n", + " ('on with the show', 'The Rolling Stones'),\n", + " ('talkin about you', 'The Rolling Stones'),\n", + " ('nothin shakin', 'The Beatles'),\n", + " ('road runner', 'The Rolling Stones'),\n", + " ('crinsk dee night', 'The Beatles'),\n", + " ('dear doctor', 'The Rolling Stones'),\n", + " ('ventilator blues', 'The Rolling Stones'),\n", + " ('sure to fall in love with you', 'The Beatles'),\n", + " ('short and curlies', 'The Rolling Stones'),\n", + " ('tell me baby how many times', 'The Rolling Stones'),\n", + " ('james bond theme', 'The Beatles'),\n", + " ('someone else', 'On A Friday'),\n", + " ('spectre', 'Radiohead'),\n", + " ('doncha bother me', 'The Rolling Stones'),\n", + " ('three cool cats', 'The Beatles'),\n", + " ('bright lights big city', 'The Rolling Stones'),\n", + " ('blood red wine', 'The Rolling Stones'),\n", + " ('if youve got trouble', 'The Beatles'),\n", + " ('how can you be sure', 'Radiohead'),\n", + " ('little t a', 'The Rolling Stones'),\n", + " ('matchbox', 'The Beatles'),\n", + " ('ill wind', 'Radiohead'),\n", + " ('what to do', 'The Rolling Stones'),\n", + " ('kansas city', 'The Beatles'),\n", + " ('dance little sister', 'The Rolling Stones'),\n", + " ('being for the benefit of mr kitei want you shes so heavyhelter skelter',\n", + " 'The Beatles'),\n", + " ('da doo ron ron', 'The Rolling Stones'),\n", + " ('lewis mistreated', 'Radiohead'),\n", + " ('besame mucho', 'The Beatles'),\n", + " ('from fluff to you', 'The Beatles'),\n", + " ('big ideas', 'Radiohead'),\n", + " ('worrywort', 'Radiohead'),\n", + " ('criss cross man', 'The Rolling Stones'),\n", + " ('heart of stone', 'The Rolling Stones'),\n", + " ('who am i', 'The Rolling Stones'),\n", + " ('ruby baby', 'The Beatles'),\n", + " ('dream baby', 'The Beatles'),\n", + " ('little queenie', 'The Rolling Stones'),\n", + " ('why', 'The Beatles'),\n", + " ('winter', 'The Rolling Stones'),\n", + " ('im coming up', 'On A Friday'),\n", + " ('i just want to see his face', 'The Rolling Stones'),\n", + " ('linda lu', 'The Rolling Stones'),\n", + " ('killer cars', 'Radiohead'),\n", + " ('ceremony', 'Radiohead'),\n", + " ('the beatles third christmas record', 'The Beatles'),\n", + " ('all sold out', 'The Rolling Stones'),\n", + " ('a moon shaped pool tracklist album cover', 'Radiohead'),\n", + " ('casino boogie', 'The Rolling Stones'),\n", + " ('yesterdays papers', 'The Rolling Stones'),\n", + " ('im gonna sit right down and cry over you', 'The Beatles'),\n", + " ('ill get you', 'The Beatles'),\n", + " ('ill wear it proudly', 'Radiohead'),\n", + " ('im not signifying', 'The Rolling Stones'),\n", + " ('flight 505', 'The Rolling Stones'),\n", + " ('one more try', 'The Rolling Stones'),\n", + " ('shake your hips', 'The Rolling Stones'),\n", + " ('turd on the run', 'The Rolling Stones'),\n", + " ('luxury', 'The Rolling Stones'),\n", + " ('pay your dues', 'The Rolling Stones'),\n", + " ('ya ya', 'The Beatles'),\n", + " ('banana co', 'Radiohead'),\n", + " ('lucille', 'The Beatles'),\n", + " ('the sheik of araby', 'The Beatles'),\n", + " ('dear wack', 'The Beatles'),\n", + " ('andrews blues', 'The Rolling Stones'),\n", + " ('gnik nus', 'The Beatles'),\n", + " ('beautiful dreamer', 'The Beatles'),\n", + " ('ooh my arms speech', 'The Beatles'),\n", + " ('these are my twisted words', 'Radiohead'),\n", + " ('nothing touches me', 'Radiohead'),\n", + " ('sleepy city', 'The Rolling Stones'),\n", + " ('ive been loving you too long', 'The Rolling Stones'),\n", + " ('good times bad times', 'The Rolling Stones'),\n", + " ('john wesley harding', 'The Rolling Stones'),\n", + " ('miss you dr dre remix 2002', 'The Rolling Stones'),\n", + " ('everything is turning to gold', 'The Rolling Stones'),\n", + " ('pass the wine sophia loren', 'The Rolling Stones'),\n", + " ('reelin and rockin', 'The Rolling Stones'),\n", + " ('just a rumour', 'The Beatles'),\n", + " ('highway child', 'The Rolling Stones'),\n", + " ('long long while', 'The Rolling Stones'),\n", + " ('miss amanda jones', 'The Rolling Stones'),\n", + " ('everybody lies through their teeth', 'On A Friday'),\n", + " ('burning bush', 'Radiohead'),\n", + " ('im down', 'The Beatles'),\n", + " ('teddy boy', 'The Beatles'),\n", + " ('i aint superstitious', 'The Rolling Stones'),\n", + " ('step inside love los paranoias', 'The Beatles'),\n", + " ('fog', 'Radiohead'),\n", + " ('the singer not the song', 'The Rolling Stones'),\n", + " ('soldier of love', 'The Beatles'),\n", + " ('backstreet girl', 'The Rolling Stones'),\n", + " ('nothing from nothing', 'The Rolling Stones'),\n", + " ('shout', 'The Beatles'),\n", + " ('melody', 'The Rolling Stones'),\n", + " ('just a rumour speech', 'The Beatles'),\n", + " ('under the board walk', 'The Rolling Stones'),\n", + " ('doom and gloom', 'The Rolling Stones'),\n", + " ('whos been sleeping here', 'The Rolling Stones'),\n", + " ('cherry oh baby', 'The Rolling Stones'),\n", + " ('some other guy', 'The Beatles'),\n", + " ('ride on baby', 'The Rolling Stones'),\n", + " ('crazy mama', 'The Rolling Stones'),\n", + " ('my bonnie', 'Tony Sheridan'),\n", + " ('polyethylene parts 1 2', 'Radiohead'),\n", + " ('please go home', 'The Rolling Stones'),\n", + " ('coke babies', 'Radiohead'),\n", + " ('hey negrita', 'The Rolling Stones'),\n", + " ('2000 man', 'The Rolling Stones'),\n", + " ('shes a rainbow', 'The Rolling Stones'),\n", + " ('sittin on a fence', 'The Rolling Stones'),\n", + " ('i am waiting', 'The Rolling Stones'),\n", + " ('memo from turner', 'The Rolling Stones'),\n", + " ('drive my carthe wordwhat youre doing', 'The Beatles'),\n", + " ('the under assistant west coast promotion man', 'The Rolling Stones'),\n", + " ('ill be on my way', 'The Beatles'),\n", + " ('fingerprint file', 'The Rolling Stones'),\n", + " ('happy song', 'On A Friday'),\n", + " ('dancing with mr d', 'The Rolling Stones'),\n", + " ('union city blue', 'Radiohead'),\n", + " ('i want to be loved', 'The Rolling Stones'),\n", + " ('how i made my millions', 'Radiohead'),\n", + " ('words of love ep', 'The Beatles'),\n", + " ('pearly', 'Radiohead'),\n", + " ('jump on top of me', 'The Rolling Stones'),\n", + " ('2000 light years from home', 'The Rolling Stones'),\n", + " ('the rocky road to dublin', 'The Chieftains'),\n", + " ('kid a tracklist album cover', 'Radiohead'),\n", + " ('if you really want to be my friend', 'The Rolling Stones'),\n", + " ('climbing up a bloody great hill', 'Radiohead'),\n", + " ('glass onion love remix', 'The Beatles'),\n", + " ('open pick', 'Radiohead'),\n", + " ('it hurts me too', 'The Rolling Stones'),\n", + " ('dancing in the light', 'The Rolling Stones'),\n", + " ('from us to you', 'The Beatles'),\n", + " ('some things just stick in your mind', 'The Rolling Stones'),\n", + " ('i dont know why', 'The Rolling Stones'),\n", + " ('real love', 'The Beatles'),\n", + " ('my girl', 'The Rolling Stones'),\n", + " ('packt like sardines in a crushd tin box', 'Radiohead'),\n", + " ('stranger in my arms', 'The Beatles'),\n", + " ('the hippy hippy shake', 'The Beatles'),\n", + " ('september in the rain', 'The Beatles'),\n", + " ('look what youve done', 'The Rolling Stones'),\n", + " ('sing a song for you', 'Radiohead'),\n", + " ('melatonin', 'Radiohead'),\n", + " ('not guilty', 'The Beatles'),\n", + " ('fanny mae', 'The Rolling Stones'),\n", + " ('its not easy', 'The Rolling Stones'),\n", + " ('im gonna drive', 'The Rolling Stones'),\n", + " ('inside my head', 'Radiohead'),\n", + " ('supercollider', 'Radiohead'),\n", + " ('hallelujah i love her so', 'The Beatles'),\n", + " ('following the river', 'The Rolling Stones'),\n", + " ('out of time', 'The Rolling Stones'),\n", + " ('bad boy', 'The Beatles'),\n", + " ('saints when the saints go marching in', 'The Beatles'),\n", + " ('blue suede shoes', 'The Beatles'),\n", + " ('come togetherdear prudence', 'The Beatles'),\n", + " ('permanent daylight', 'Radiohead'),\n", + " ('one and one is two', 'The Beatles'),\n", + " ('love', 'The Beatles'),\n", + " ('you know my name look up the number', 'The Beatles'),\n", + " ('youll be mine', 'The Beatles'),\n", + " ('lonesome tears in my eyes', 'The Beatles'),\n", + " ('moonlight bay', 'The Beatles'),\n", + " ('its for you', 'The Beatles'),\n", + " ('parachute woman', 'The Rolling Stones'),\n", + " ('wish i never met you', 'The Rolling Stones'),\n", + " ('title 5', 'The Rolling Stones'),\n", + " ('paint it blacker', 'Plan B'),\n", + " ('aint too proud to beg', 'The Rolling Stones'),\n", + " ('india rubber', 'Radiohead'),\n", + " ('she smiled sweetly', 'The Rolling Stones'),\n", + " ('rain', 'The Beatles'),\n", + " ('faithless the wonderboy', 'Radiohead'),\n", + " ('love these goon shows', 'The Beatles'),\n", + " ('dollars and cents', 'Radiohead'),\n", + " ('so how come no one loves me', 'The Beatles'),\n", + " ('hide your love', 'The Rolling Stones'),\n", + " ('talk show host', 'Radiohead'),\n", + " ('a little rhyme', 'The Beatles'),\n", + " ('rhinestone cowboy', 'Radiohead'),\n", + " ('like dreamers do', 'The Beatles'),\n", + " ('i dont know why aka dont know why i love you', 'The Rolling Stones'),\n", + " ('the honeymoon song', 'The Beatles'),\n", + " ('upside down', 'Radiohead'),\n", + " ('summertime blues', 'The Rolling Stones'),\n", + " ('lift', 'Radiohead'),\n", + " ('jiving sister fanny', 'The Rolling Stones'),\n", + " ('the amazing sounds of orgy', 'Radiohead'),\n", + " ('moonlight', 'The Beatles'),\n", + " ('i get a kick out of you', 'The Rolling Stones'),\n", + " ('stray cat blues', 'The Rolling Stones'),\n", + " ('sinking ship', 'On A Friday'),\n", + " ('give it up', 'On A Friday'),\n", + " ('my bonnie', 'The Beatles'),\n", + " ('con le mie lacrime', 'The Rolling Stones'),\n", + " ('slow down', 'The Beatles'),\n", + " ('baby whats wrong', 'The Rolling Stones'),\n", + " ('dont ever change', 'The Beatles'),\n", + " ('cinnamon girl', 'Radiohead'),\n", + " ('can you hear the music', 'The Rolling Stones'),\n", + " ('were wastin time', 'The Rolling Stones'),\n", + " ('if you let me', 'The Rolling Stones'),\n", + " ('play with fire', 'The Rolling Stones'),\n", + " ('something happened to me yesterday', 'The Rolling Stones'),\n", + " ('goodbye girl', 'The Rolling Stones'),\n", + " ('memory motel', 'The Rolling Stones'),\n", + " ('thats alright mama', 'The Beatles'),\n", + " ('palo alto', 'Radiohead'),\n", + " ('grown up wrong', 'The Rolling Stones'),\n", + " ('hiheel sneakers', 'The Rolling Stones'),\n", + " ('ladies and gentlemen the rolling stones', 'The Rolling Stones'),\n", + " ('manowar', 'Radiohead'),\n", + " ('fortune teller', 'The Rolling Stones'),\n", + " ('nobody does it better', 'Radiohead'),\n", + " ('bullet proofi wish i was', 'Radiohead'),\n", + " ('you know my name', 'The Beatles'),\n", + " ('blackbirdyesterday', 'The Beatles'),\n", + " ('junk', 'The Beatles'),\n", + " ('my obsession', 'The Rolling Stones'),\n", + " ('yes i am', 'Radiohead'),\n", + " ('because i know you love me so', 'The Beatles'),\n", + " ('another beatles christmas record', 'The Beatles'),\n", + " ('through the lonely nights', 'The Rolling Stones'),\n", + " ('i cant help it', 'The Rolling Stones'),\n", + " ('pop is dead', 'Radiohead'),\n", + " ('losing my touch', 'The Rolling Stones'),\n", + " ('saints', 'The Beatles'),\n", + " ('hitch hike', 'The Rolling Stones'),\n", + " ('the happy rishikesh song', 'The Beatles'),\n", + " ('all together on the wireless machine', 'The Beatles'),\n", + " ('dont look back', 'The Rolling Stones'),\n", + " ('fancyman blues', 'The Rolling Stones'),\n", + " ('cool calm and collected', 'The Rolling Stones'),\n", + " ('i think im going mad', 'The Rolling Stones'),\n", + " ('have a banana speech', 'The Beatles'),\n", + " ('fasttrack', 'Radiohead'),\n", + " ('till the next goodbye', 'The Rolling Stones'),\n", + " ('the beatles 1968 christmas record', 'The Beatles'),\n", + " ('get back aka no pakistanis', 'The Beatles'),\n", + " ('ladytron', 'Radiohead'),\n", + " ('jingle bells', 'The Beatles'),\n", + " ('hey crawdaddy', 'The Rolling Stones'),\n", + " ('complicated', 'The Rolling Stones'),\n", + " ('wicked child', 'Radiohead'),\n", + " ('in another land', 'The Rolling Stones'),\n", + " ('coming down again', 'The Rolling Stones'),\n", + " ('on the beach', 'Radiohead'),\n", + " ('travellin man', 'The Rolling Stones'),\n", + " ('reminiscing', 'The Beatles'),\n", + " ('id much rather be with the boys', 'The Rolling Stones'),\n", + " ('citadel', 'The Rolling Stones'),\n", + " ('hound dog', 'The Rolling Stones'),\n", + " ('a reminder', 'Radiohead'),\n", + " ('the butcher', 'Radiohead'),\n", + " ('you can make it if you try', 'The Rolling Stones'),\n", + " ('watching rainbows', 'The Beatles'),\n", + " ('child of the moon', 'The Rolling Stones'),\n", + " ('think', 'The Rolling Stones'),\n", + " ('thank you girl', 'The Beatles'),\n", + " ('follow me around', 'Radiohead'),\n", + " ('sympathy for the devil the neptunes remix', 'The Rolling Stones'),\n", + " ('sad day', 'The Rolling Stones'),\n", + " ('the trickster', 'Radiohead'),\n", + " ('mr b', 'Radiohead'),\n", + " ('johnny b goode', 'The Beatles'),\n", + " ('you know what to do', 'The Beatles'),\n", + " ('honest i do', 'The Rolling Stones'),\n", + " ('the thief', 'Radiohead'),\n", + " ('blue turns to grey', 'The Rolling Stones'),\n", + " ('love of the loved', 'The Beatles'),\n", + " ('revolution', 'The Beatles'),\n", + " ('shake rattle and roll', 'The Beatles'),\n", + " ('ooh my soul', 'The Beatles'),\n", + " ('glad all over', 'The Beatles'),\n", + " ('what a shame', 'The Rolling Stones'),\n", + " ('salt of the earth', 'The Rolling Stones'),\n", + " ('keep strong', 'On A Friday'),\n", + " ('sour milk sea', 'The Beatles'),\n", + " ('doo doo doo doo doo heartbreaker', 'The Rolling Stones'),\n", + " ('cut a hole', 'Radiohead'),\n", + " ('stupid girl', 'The Rolling Stones'),\n", + " ('hot stuff', 'The Rolling Stones'),\n", + " ('i got to find my baby', 'The Beatles'),\n", + " ('when the saints go marchin in', 'The Beatles'),\n", + " ('poison ivy', 'The Rolling Stones'),\n", + " ('soul survivor', 'The Rolling Stones'),\n", + " ('each and every day of the year', 'The Rolling Stones'),\n", + " ('torn and frayed', 'The Rolling Stones'),\n", + " ('i got a woman', 'The Beatles'),\n", + " ('pantomime everywhere its christmas', 'The Beatles'),\n", + " ('if you love me baby', 'The Beatles'),\n", + " ('falling in love again', 'The Beatles'),\n", + " ('blue moon of kentucky', 'The Beatles'),\n", + " ('cook cook blues', 'The Rolling Stones'),\n", + " ('big boots', 'Radiohead'),\n", + " ('missing links bootleg', 'Plan B'),\n", + " ('ooh my arms', 'The Beatles'),\n", + " ('eds scary song', 'Radiohead'),\n", + " ('crushed pearl', 'The Rolling Stones'),\n", + " ('you never wash up after yourself', 'Radiohead'),\n", + " ('transatlantic drawl', 'Radiohead'),\n", + " ('thatll be the day', 'The Beatles'),\n", + " ('fool to cry', 'The Rolling Stones'),\n", + " ('stand by me', 'The Beatles'),\n", + " ('family', 'The Rolling Stones'),\n", + " ('lady jane', 'The Rolling Stones'),\n", + " ('commonwealth', 'The Beatles'),\n", + " ('dont stop', 'The Rolling Stones'),\n", + " ('hear me lord harrison', 'The Beatles'),\n", + " ('im going down', 'The Rolling Stones'),\n", + " ('walking through the sleepy city', 'The Rolling Stones'),\n", + " ('set fire to that lot speech', 'The Beatles'),\n", + " ('sgt peppers lonely hearts club band band documentary multimedia',\n", + " 'The Beatles'),\n", + " ('looking tired', 'The Rolling Stones'),\n", + " ('nothin shakin but the leaves on the trees', 'The Beatles'),\n", + " ('dont let me down', 'The Beatles'),\n", + " ('that means a lot', 'The Beatles'),\n", + " ('beatle greetings', 'The Beatles'),\n", + " ('time waits for no one', 'The Rolling Stones'),\n", + " ('bitches talkin', 'Frank Ocean'),\n", + " ('a shot of rhythm and blues', 'The Beatles'),\n", + " ('komm gib mir deine hand', 'The Beatles'),\n", + " ('here comes the sunthe inner light transition', 'The Beatles'),\n", + " ('across the universe wildlife version', 'The Beatles'),\n", + " ('one more shot', 'The Rolling Stones'),\n", + " ('final show', 'Beatles Candlestick Park Setlist'),\n", + " ('mantua', 'Radiohead'),\n", + " ('something with blue jay way transition', 'The Beatles'),\n", + " ('petrol gang', 'The Rolling Stones'),\n", + " ('dance', 'The Rolling Stones'),\n", + " ('keys to your love', 'The Rolling Stones'),\n", + " ('india', 'The Beatles'),\n", + " ('have a banana', 'The Beatles'),\n", + " ('we are wasting time', 'The Rolling Stones'),\n", + " ('3', 'The Rolling Stones'),\n", + " ('down in eastern australia', 'The Beatles'),\n", + " ('yes it is', 'The Beatles'),\n", + " ('tell me youre coming back', 'The Rolling Stones'),\n", + " ('the inner light', 'The Beatles'),\n", + " ('whats the new mary jane', 'The Beatles'),\n", + " ('can i get a witness', 'The Rolling Stones'),\n", + " ('no reply demo', 'The Beatles'),\n", + " ('gomper', 'The Rolling Stones'),\n", + " ('pedro the fisherman', 'The Beatles'),\n", + " ('lend me your comb', 'The Beatles'),\n", + " ('old brown shoe', 'The Beatles'),\n", + " ('stealing my heart', 'The Rolling Stones'),\n", + " ('young blood', 'The Beatles'),\n", + " ('all things must pass', 'The Beatles'),\n", + " ('you cant catch me', 'The Rolling Stones'),\n", + " ('1822', 'The Beatles'),\n", + " ('child of nature', 'The Beatles'),\n", + " ('egyptian song', 'Radiohead'),\n", + " ('aint she sweet', 'The Beatles'),\n", + " ('ready teddy', 'The Beatles'),\n", + " ('the beatles christmas record', 'The Beatles'),\n", + " ('to be a brilliant light', 'On A Friday'),\n", + " ('good time women', 'The Rolling Stones'),\n", + " ('jigsaw puzzle', 'The Rolling Stones'),\n", + " ('a punchup at a wedding', 'Radiohead'),\n", + " ('the new generation', 'Radiohead'),\n", + " ('i want to know', 'On A Friday'),\n", + " ('meeting in the aisle', 'Radiohead'),\n", + " ('jerusalem', 'On A Friday'),\n", + " ('phillipa chicken', 'Radiohead'),\n", + " ('maquiladora', 'Radiohead'),\n", + " ('silver train', 'The Rolling Stones'),\n", + " ('christmas time is here again', 'The Beatles'),\n", + " ('stuck out all alone', 'The Rolling Stones'),\n", + " ('sie liebt dich', 'The Beatles'),\n", + " ('leave my kitten alone', 'The Beatles'),\n", + " ('heavys pizza', 'Dallas Smart'),\n", + " ('whos driving your plane', 'The Rolling Stones')]" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[g for g in genius_only\n", + " if 'take' not in g[0]\n", + " if 'medley' not in g[0]\n", + " if 'intro' not in g[0]\n", + " if 'live' not in g[0]\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('revolution i', 'The Beatles'), ('revolution', 'The Beatles')]" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[t for t in genius_only if 'revolution' in t[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('revolution 1', 'The Beatles')]" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[t for t in spotify_only if 'revolution' in t[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "([], [('jumping jack flash', 'The Rolling Stones')])" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "([t for t in in_both if 'jack flash' in t], [t for t in spotify_only if 'jack flash' in t[0]])" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "you cant always get what you want [('you cant always get what you want', 'The Rolling Stones'), ('you cant always get what you want', 'The Rolling Stones'), ('you cant always get what you want', 'The Rolling Stones'), ('you cant always get what you want', 'The Rolling Stones')] [('you cant always get what you want', 'The Rolling Stones')]\n", + "next time you see me [('next time you see me', 'The Rolling Stones'), ('next time you see me', 'The Rolling Stones')] []\n", + "fixing a hole [('fixing a hole', 'The Beatles'), ('fixing a hole', 'The Beatles'), ('fixing a hole', 'The Beatles')] [('fixing a hole', 'The Beatles')]\n", + "who do you think you are [('who do you think you are', 'Spice Girls')] []\n", + "harlem shuffle [('harlem shuffle', 'The Rolling Stones'), ('harlem shuffle', 'The Rolling Stones')] [('harlem shuffle', 'The Rolling Stones')]\n", + "back to zero [('back to zero', 'The Rolling Stones'), ('back to zero', 'The Rolling Stones')] [('back to zero', 'The Rolling Stones')]\n", + "sgt peppers lonely hearts club band [('sgt peppers lonely hearts club band', 'The Beatles'), ('sgt peppers lonely hearts club band', 'The Beatles'), ('sgt peppers lonely hearts club band', 'The Beatles'), ('sgt peppers lonely hearts club band', 'The Beatles')] [('sgt peppers lonely hearts club band', 'The Beatles')]\n", + "im free [('im free', 'The Rolling Stones'), ('im free', 'The Rolling Stones')] [('im free', 'The Rolling Stones')]\n", + "i will los angeles version [('i will los angeles version', 'Radiohead')] []\n", + "oxygen [('oxygen', 'Spice Girls')] []\n", + "lies [('lies', 'The Rolling Stones'), ('lies', 'The Rolling Stones')] [('lies', 'The Rolling Stones')]\n", + "happy [('happy', 'The Rolling Stones'), ('happy', 'The Rolling Stones'), ('happy', 'The Rolling Stones')] [('happy', 'The Rolling Stones')]\n", + "memphis tennessee [('memphis tennessee', 'The Rolling Stones')] [('memphis tennessee', 'The Beatles'), ('memphis tennessee', 'The Rolling Stones')]\n", + "get back [('get back', 'Billy Preston'), ('get back', 'The Beatles')] [('get back', 'The Beatles')]\n", + "little by little shed [('little by little shed', 'Radiohead')] []\n", + "gimme shelter [('gimme shelter', 'The Rolling Stones'), ('gimme shelter', 'The Rolling Stones'), ('gimme shelter', 'The Rolling Stones'), ('gimme shelter', 'The Rolling Stones'), ('gimme shelter', 'The Rolling Stones'), ('gimme shelter', 'The Rolling Stones')] [('gimme shelter', 'The Rolling Stones')]\n", + "flip flop and fly [('flip flop and fly', 'Muddy Waters')] []\n", + "money thats what i want [('money thats what i want', 'The Beatles')] [('money thats what i want', 'The Beatles'), ('money thats what i want', 'The Beatles')]\n", + "i want to hold your hand [('i want to hold your hand', 'The Beatles'), ('i want to hold your hand', 'The Beatles')] [('i want to hold your hand', 'The Beatles'), ('i want to hold your hand', 'Ali brustofski')]\n", + "roll over beethoven [('roll over beethoven', 'The Rolling Stones'), ('roll over beethoven', 'The Beatles'), ('roll over beethoven', 'The Beatles')] [('roll over beethoven', 'The Beatles'), ('roll over beethoven', 'The Rolling Stones')]\n", + "2 2 5 live at earls court [('2 2 5 live at earls court', 'Radiohead')] []\n", + "good evening mrs magpie modeselektor rmx [('good evening mrs magpie modeselektor rmx', 'Radiohead')] []\n", + "the national anthem live in france [('the national anthem live in france', 'Radiohead')] []\n", + "cant be seen [('cant be seen', 'The Rolling Stones'), ('cant be seen', 'The Rolling Stones')] [('cant be seen', 'The Rolling Stones')]\n", + "idioteque live in oxford [('idioteque live in oxford', 'Radiohead')] []\n", + "pepperland laid waste [('pepperland laid waste', 'George Martin')] []\n", + "midnight rambler [('midnight rambler', 'The Rolling Stones'), ('midnight rambler', 'The Rolling Stones'), ('midnight rambler', 'The Rolling Stones'), ('midnight rambler', 'The Rolling Stones'), ('midnight rambler', 'The Rolling Stones'), ('midnight rambler', 'The Rolling Stones')] [('midnight rambler', 'The Rolling Stones')]\n", + "like spinning plates live [('like spinning plates live', 'Radiohead')] []\n", + "separator four tet rmx [('separator four tet rmx', 'Radiohead')] []\n", + "dirty work [('dirty work', 'The Rolling Stones'), ('dirty work', 'The Rolling Stones')] [('dirty work', 'The Rolling Stones')]\n", + "all you need is love [('all you need is love', 'The Beatles'), ('all you need is love', 'The Beatles'), ('all you need is love', 'The Beatles')] [('all you need is love', 'The Beatles')]\n", + "get down with me [('get down with me', 'Spice Girls')] []\n", + "revolution 1 [('revolution 1', 'The Beatles')] []\n", + "not fade away [('not fade away', 'The Rolling Stones'), ('not fade away', 'The Rolling Stones'), ('not fade away', 'The Rolling Stones'), ('not fade away', 'The Rolling Stones')] [('not fade away', 'The Rolling Stones')]\n", + "martin scorsese intro [('martin scorsese intro', 'The Rolling Stones')] []\n", + "slipping away [('slipping away', 'The Rolling Stones'), ('slipping away', 'The Rolling Stones'), ('slipping away', 'The Rolling Stones'), ('slipping away', 'The Rolling Stones'), ('slipping away', 'The Rolling Stones')] [('slipping away', 'The Rolling Stones')]\n", + "faraway eyes [('faraway eyes', 'The Rolling Stones'), ('faraway eyes', 'The Rolling Stones'), ('faraway eyes', 'The Rolling Stones'), ('faraway eyes', 'The Rolling Stones')] []\n", + "march of the meanies [('march of the meanies', 'George Martin')] []\n", + "angie [('angie', 'The Rolling Stones'), ('angie', 'The Rolling Stones'), ('angie', 'The Rolling Stones'), ('angie', 'The Rolling Stones'), ('angie', 'The Rolling Stones')] [('angie', 'The Rolling Stones')]\n", + "stop [('stop', 'Spice Girls')] []\n", + "too much [('too much', 'Spice Girls')] []\n", + "dollars cents [('dollars cents', 'Radiohead')] []\n", + "come together [('come together', 'The Beatles'), ('come together', 'The Beatles')] [('come together', 'The Beatles')]\n", + "cant buy me love [('cant buy me love', 'The Beatles'), ('cant buy me love', 'The Beatles'), ('cant buy me love', 'The Beatles')] [('cant buy me love', 'The Beatles')]\n", + "naked [('naked', 'Spice Girls')] []\n", + "brown sugar [('brown sugar', 'The Rolling Stones'), ('brown sugar', 'Bob Clearmountain'), ('brown sugar', 'The Rolling Stones'), ('brown sugar', 'The Rolling Stones'), ('brown sugar', 'The Rolling Stones'), ('brown sugar', 'The Rolling Stones'), ('brown sugar', 'The Rolling Stones'), ('brown sugar', 'The Rolling Stones'), ('brown sugar', 'The Rolling Stones'), ('brown sugar', 'The Rolling Stones'), ('brown sugar', 'The Rolling Stones')] [('brown sugar', 'The Rolling Stones')]\n", + "baby please dont go [('baby please dont go', 'The Rolling Stones'), ('baby please dont go', 'The Rolling Stones'), ('baby please dont go', 'The Rolling Stones')] [('baby please dont go', 'The Rolling Stones')]\n", + "sgt peppers lonely hearts club band reprise [('sgt peppers lonely hearts club band reprise', 'The Beatles'), ('sgt peppers lonely hearts club band reprise', 'The Beatles')] [('sgt peppers lonely hearts club band reprise', 'The Beatles')]\n", + "the long and winding road [('the long and winding road', 'The Beatles'), ('the long and winding road', 'The Beatles')] [('the long and winding road', 'The Beatles')]\n", + "when im sixtyfour [('when im sixtyfour', 'The Beatles'), ('when im sixtyfour', 'The Beatles')] [('when im sixtyfour', 'The Beatles')]\n", + "charlies intro to little red rooster [('charlies intro to little red rooster', 'The Rolling Stones')] []\n", + "high and dry [('high and dry', 'Radiohead')] [('high and dry', 'Radiohead'), ('high and dry', 'The Rolling Stones')]\n", + "bloom mark pritchard rmx [('bloom mark pritchard rmx', 'Radiohead')] []\n", + "some girls [('some girls', 'The Rolling Stones'), ('some girls', 'The Rolling Stones'), ('some girls', 'The Rolling Stones')] [('some girls', 'The Rolling Stones')]\n", + "lotus flower jacques greene rmx [('lotus flower jacques greene rmx', 'Radiohead')] []\n", + "connection [('connection', 'The Rolling Stones'), ('connection', 'The Rolling Stones'), ('connection', 'The Rolling Stones'), ('connection', 'The Rolling Stones')] [('connection', 'The Rolling Stones')]\n", + "shattered [('shattered', 'The Rolling Stones'), ('shattered', 'The Rolling Stones'), ('shattered', 'The Rolling Stones'), ('shattered', 'The Rolling Stones'), ('shattered', 'The Rolling Stones'), ('shattered', 'The Rolling Stones')] [('shattered', 'The Rolling Stones')]\n", + "let love lead the way [('let love lead the way', 'Spice Girls')] []\n", + "jumping jack flash [('jumping jack flash', 'The Rolling Stones')] []\n", + "the worst [('the worst', 'The Rolling Stones'), ('the worst', 'The Rolling Stones')] [('the worst', 'The Rolling Stones')]\n", + "little red rooster [('little red rooster', 'The Rolling Stones'), ('little red rooster', 'The Rolling Stones')] [('little red rooster', 'The Rolling Stones')]\n", + "sad sad sad [('sad sad sad', 'The Rolling Stones'), ('sad sad sad', 'The Rolling Stones')] [('sad sad sad', 'The Rolling Stones')]\n", + "holler [('holler', 'Spice Girls')] []\n", + "the spider and the fly [('the spider and the fly', 'The Rolling Stones'), ('the spider and the fly', 'The Rolling Stones'), ('the spider and the fly', 'The Rolling Stones')] [('the spider and the fly', 'The Rolling Stones')]\n", + "a day in the life [('a day in the life', 'The Beatles'), ('a day in the life', 'The Beatles'), ('a day in the life', 'The Beatles')] [('a day in the life', 'The Beatles')]\n", + "mama [('mama', 'Spice Girls')] []\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "you got me rockin [('you got me rockin', 'The Rolling Stones'), ('you got me rockin', 'The Rolling Stones')] []\n", + "sea of monsters [('sea of monsters', 'George Martin')] []\n", + "things we said today [('things we said today', 'The Beatles'), ('things we said today', 'The Beatles')] [('things we said today', 'The Beatles')]\n", + "pepperland [('pepperland', 'George Martin')] []\n", + "being for the benefit of mr kite [('being for the benefit of mr kite', 'The Beatles'), ('being for the benefit of mr kite', 'The Beatles'), ('being for the benefit of mr kite', 'The Beatles')] [('being for the benefit of mr kite', 'The Beatles')]\n", + "had it with you [('had it with you', 'The Rolling Stones'), ('had it with you', 'The Rolling Stones')] [('had it with you', 'The Rolling Stones')]\n", + "true love waits live in oslo [('true love waits live in oslo', 'Radiohead')] []\n", + "bloom jamie xx rework [('bloom jamie xx rework', 'Radiohead')] []\n", + "sweet little angel [('sweet little angel', 'Muddy Waters')] []\n", + "separator anstam rmx [('separator anstam rmx', 'Radiohead')] []\n", + "time is on my side [('time is on my side', 'The Rolling Stones'), ('time is on my side', 'The Rolling Stones')] [('time is on my side', 'The Rolling Stones')]\n", + "tumbling dice [('tumbling dice', 'The Rolling Stones'), ('tumbling dice', 'The Rolling Stones'), ('tumbling dice', 'The Rolling Stones'), ('tumbling dice', 'The Rolling Stones'), ('tumbling dice', 'The Rolling Stones'), ('tumbling dice', 'The Rolling Stones')] [('tumbling dice', 'The Rolling Stones')]\n", + "yellow submarine [('yellow submarine', 'The Beatles'), ('yellow submarine', 'The Beatles'), ('yellow submarine', 'The Beatles')] [('yellow submarine', 'The Beatles')]\n", + "beast of burden [('beast of burden', 'The Rolling Stones'), ('beast of burden', 'The Rolling Stones'), ('beast of burden', 'The Rolling Stones'), ('beast of burden', 'The Rolling Stones'), ('beast of burden', 'The Rolling Stones'), ('beast of burden', 'The Rolling Stones')] [('beast of burden', 'The Rolling Stones')]\n", + "honky tonk woman [('honky tonk woman', 'The Rolling Stones')] []\n", + "lovely rita [('lovely rita', 'The Beatles'), ('lovely rita', 'The Beatles'), ('lovely rita', 'The Beatles')] [('lovely rita', 'The Beatles')]\n", + "neighbours [('neighbours', 'The Rolling Stones'), ('neighbours', 'Bob Clearmountain')] [('neighbours', 'The Rolling Stones')]\n", + "dead flowers [('dead flowers', 'Bob Clearmountain'), ('dead flowers', 'The Rolling Stones'), ('dead flowers', 'The Rolling Stones'), ('dead flowers', 'The Rolling Stones'), ('dead flowers', 'The Rolling Stones'), ('dead flowers', 'The Rolling Stones'), ('dead flowers', 'The Rolling Stones')] [('dead flowers', 'The Rolling Stones')]\n", + "paint it black [('paint it black', 'The Rolling Stones'), ('paint it black', 'The Rolling Stones'), ('paint it black', 'The Rolling Stones'), ('paint it black', 'The Rolling Stones')] [('paint it black', 'The Rolling Stones')]\n", + "bloom harmonic 313 rmx [('bloom harmonic 313 rmx', 'Radiohead')] []\n", + "respectable [('respectable', 'The Rolling Stones'), ('respectable', 'The Rolling Stones'), ('respectable', 'The Rolling Stones'), ('respectable', 'The Rolling Stones')] [('respectable', 'The Rolling Stones')]\n", + "just my imagination [('just my imagination', 'The Rolling Stones'), ('just my imagination', 'The Rolling Stones')] []\n", + "tell me why [('tell me why', 'Spice Girls'), ('tell me why', 'The Beatles')] [('tell me why', 'The Beatles')]\n", + "2 become 1 [('2 become 1', 'Spice Girls')] []\n", + "little by little [('little by little', 'The Rolling Stones'), ('little by little', 'Radiohead')] [('little by little', 'Radiohead'), ('little by little', 'The Rolling Stones')]\n", + "got my mojo workin [('got my mojo workin', 'The Rolling Stones'), ('got my mojo workin', 'The Rolling Stones')] []\n", + "little ta [('little ta', 'The Rolling Stones'), ('little ta', 'The Rolling Stones')] []\n", + "bloom blawan rmx [('bloom blawan rmx', 'Radiohead')] []\n", + "far away eyes [('far away eyes', 'The Rolling Stones'), ('far away eyes', 'The Rolling Stones'), ('far away eyes', 'The Rolling Stones')] [('far away eyes', 'The Rolling Stones')]\n", + "ps i love you [('ps i love you', 'The Beatles')] [('ps i love you', 'The Beatles'), ('ps i love you', 'The Beatles')]\n", + "rock and a hard place [('rock and a hard place', 'The Rolling Stones'), ('rock and a hard place', 'The Rolling Stones')] [('rock and a hard place', 'The Rolling Stones')]\n", + "long distance call [('long distance call', 'The Rolling Stones'), ('long distance call', 'The Rolling Stones')] []\n", + "start me up [('start me up', 'Bob Clearmountain'), ('start me up', 'The Rolling Stones'), ('start me up', 'The Rolling Stones'), ('start me up', 'The Rolling Stones'), ('start me up', 'The Rolling Stones'), ('start me up', 'The Rolling Stones'), ('start me up', 'The Rolling Stones'), ('start me up', 'The Rolling Stones'), ('start me up', 'The Rolling Stones')] [('start me up', 'The Rolling Stones')]\n", + "let it bleed [('let it bleed', 'The Rolling Stones'), ('let it bleed', 'The Rolling Stones'), ('let it bleed', 'The Rolling Stones')] [('let it bleed', 'The Rolling Stones')]\n", + "county jail [('county jail', 'Muddy Waters')] []\n", + "fight [('fight', 'The Rolling Stones'), ('fight', 'The Rolling Stones')] [('fight', 'The Rolling Stones')]\n", + "sea of time [('sea of time', 'George Martin')] []\n", + "route 66 [('route 66', 'The Rolling Stones'), ('route 66', 'The Rolling Stones')] [('route 66', 'The Rolling Stones')]\n", + "morning bell live in oxford [('morning bell live in oxford', 'Radiohead')] []\n", + "one hit to the body [('one hit to the body', 'The Rolling Stones'), ('one hit to the body', 'The Rolling Stones')] [('one hit to the body', 'The Rolling Stones')]\n", + "let me go [('let me go', 'The Rolling Stones'), ('let me go', 'The Rolling Stones')] [('let me go', 'The Rolling Stones')]\n", + "pain in my heart [('pain in my heart', 'The Rolling Stones')] [('pain in my heart', 'The Rolling Stones'), ('pain in my heart', 'The Rolling Stones')]\n", + "please please me [('please please me', 'The Beatles')] [('please please me', 'The Beatles'), ('please please me', 'The Rolling Stones')]\n", + "move over [('move over', 'Spice Girls')] []\n", + "skttrbrain four tet remix [('skttrbrain four tet remix', 'Radiohead')] []\n", + "just my imagination running away with me [('just my imagination running away with me', 'The Rolling Stones'), ('just my imagination running away with me', 'The Rolling Stones'), ('just my imagination running away with me', 'The Rolling Stones')] [('just my imagination running away with me', 'The Rolling Stones')]\n", + "down in the bottom [('down in the bottom', 'The Rolling Stones'), ('down in the bottom', 'The Rolling Stones')] [('down in the bottom', 'The Rolling Stones')]\n", + "you got the silver [('you got the silver', 'The Rolling Stones'), ('you got the silver', 'The Rolling Stones')] [('you got the silver', 'The Rolling Stones')]\n", + "i cant get no satisfaction [('i cant get no satisfaction', 'The Rolling Stones'), ('i cant get no satisfaction', 'The Rolling Stones'), ('i cant get no satisfaction', 'The Rolling Stones'), ('i cant get no satisfaction', 'The Rolling Stones'), ('i cant get no satisfaction', 'The Rolling Stones'), ('i cant get no satisfaction', 'The Rolling Stones')] [('i cant get no satisfaction', 'The Rolling Stones')]\n", + "sleep tonight [('sleep tonight', 'The Rolling Stones'), ('sleep tonight', 'The Rolling Stones')] [('sleep tonight', 'The Rolling Stones')]\n", + "outro [('outro', 'Jimi Hendrix')] []\n", + "she loves you [('she loves you', 'The Beatles'), ('she loves you', 'The Beatles')] [('she loves you', 'The Beatles'), ('she loves you', 'The Beatles')]\n", + "clouds in my heart [('clouds in my heart', 'The Rolling Stones'), ('clouds in my heart', 'The Rolling Stones')] []\n", + "feral lone rmx [('feral lone rmx', 'Radiohead')] []\n", + "love me do [('love me do', 'The Beatles'), ('love me do', 'The Beatles')] [('love me do', 'The Beatles'), ('love me do', 'The Beatles')]\n", + "its all over now [('its all over now', 'The Rolling Stones'), ('its all over now', 'The Rolling Stones')] [('its all over now', 'The Rolling Stones')]\n", + "miss you [('miss you', 'The Rolling Stones'), ('miss you', 'The Rolling Stones'), ('miss you', 'The Rolling Stones'), ('miss you', 'The Rolling Stones'), ('miss you', 'The Rolling Stones'), ('miss you', 'The Rolling Stones'), ('miss you', 'The Rolling Stones'), ('miss you', 'The Rolling Stones'), ('miss you', 'The Rolling Stones')] [('miss you', 'The Rolling Stones')]\n", + "mannish boy [('mannish boy', 'The Rolling Stones'), ('mannish boy', 'The Rolling Stones')] [('mannish boy', 'The Rolling Stones')]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "its only rock n roll but i like it [('its only rock n roll but i like it', 'The Rolling Stones'), ('its only rock n roll but i like it', 'The Rolling Stones'), ('its only rock n roll but i like it', 'The Rolling Stones')] [('its only rock n roll but i like it', 'The Rolling Stones')]\n", + "bloom objekt rmx [('bloom objekt rmx', 'Radiohead')] []\n", + "untitled [('untitled', 'Radiohead')] []\n", + "sea of holes [('sea of holes', 'George Martin')] []\n", + "when the whip comes down [('when the whip comes down', 'Bob Clearmountain'), ('when the whip comes down', 'The Rolling Stones'), ('when the whip comes down', 'The Rolling Stones'), ('when the whip comes down', 'The Rolling Stones'), ('when the whip comes down', 'The Rolling Stones')] [('when the whip comes down', 'The Rolling Stones')]\n", + "codex illum sphere [('codex illum sphere', 'Radiohead')] []\n", + "monkey man [('monkey man', 'The Rolling Stones'), ('monkey man', 'The Rolling Stones')] [('monkey man', 'The Rolling Stones')]\n", + "give up the ghost thriller houseghost remix [('give up the ghost thriller houseghost remix', 'Radiohead')] []\n", + "eight days a week [('eight days a week', 'The Beatles'), ('eight days a week', 'The Beatles')] [('eight days a week', 'The Beatles')]\n", + "kansas city heyheyheyhey [('kansas city heyheyheyhey', 'The Beatles')] []\n", + "something kinda funny [('something kinda funny', 'Spice Girls')] []\n", + "sweet little sixteen [('sweet little sixteen', 'The Rolling Stones')] [('sweet little sixteen', 'The Beatles'), ('sweet little sixteen', 'The Rolling Stones')]\n", + "wild horses [('wild horses', 'Bob Clearmountain'), ('wild horses', 'The Rolling Stones'), ('wild horses', 'The Rolling Stones'), ('wild horses', 'The Rolling Stones')] [('wild horses', 'Plan B'), ('wild horses', 'The Rolling Stones')]\n", + "everybody needs somebody to love finale [('everybody needs somebody to love finale', 'The Rolling Stones')] []\n", + "shes leaving home [('shes leaving home', 'The Beatles'), ('shes leaving home', 'The Beatles'), ('shes leaving home', 'The Beatles')] [('shes leaving home', 'The Beatles')]\n", + "everybody needs somebody to love [('everybody needs somebody to love', 'The Rolling Stones'), ('everybody needs somebody to love', 'Solomon Burke'), ('everybody needs somebody to love', 'The Rolling Stones')] [('everybody needs somebody to love', 'The Rolling Stones')]\n", + "i might be wrong live [('i might be wrong live', 'Radiohead')] []\n", + "lotus flower sbtrkt rmx [('lotus flower sbtrkt rmx', 'Radiohead')] []\n", + "one eyed woman [('one eyed woman', 'The Rolling Stones'), ('one eyed woman', 'The Rolling Stones')] []\n", + "rip this joint [('rip this joint', 'The Rolling Stones'), ('rip this joint', 'The Rolling Stones'), ('rip this joint', 'The Rolling Stones'), ('rip this joint', 'The Rolling Stones'), ('rip this joint', 'The Rolling Stones'), ('rip this joint', 'The Rolling Stones')] [('rip this joint', 'The Rolling Stones')]\n", + "a punch up at a wedding [('a punch up at a wedding', 'Radiohead')] []\n", + "intro take the a train [('intro take the a train', 'Duke Ellington')] []\n", + "winning ugly [('winning ugly', 'The Rolling Stones'), ('winning ugly', 'The Rolling Stones')] [('winning ugly', 'The Rolling Stones')]\n", + "yesterday [('yesterday', 'The Beatles'), ('yesterday', 'The Beatles')] [('yesterday', 'Yusdrew'), ('yesterday', 'The Beatles')]\n", + "fannie mae [('fannie mae', 'The Rolling Stones')] []\n", + "street fighting man [('street fighting man', 'The Rolling Stones'), ('street fighting man', 'The Rolling Stones'), ('street fighting man', 'The Rolling Stones'), ('street fighting man', 'The Rolling Stones'), ('street fighting man', 'The Rolling Stones'), ('street fighting man', 'The Rolling Stones')] [('street fighting man', 'The Rolling Stones')]\n", + "a hard days night [('a hard days night', 'The Beatles'), ('a hard days night', 'The Beatles'), ('a hard days night', 'The Beatles')] [('a hard days night', 'The Beatles')]\n", + "paranoid android [('paranoid android', 'Radiohead')] [('paranoid android', 'Sia'), ('paranoid android', 'Radiohead')]\n", + "within you without you [('within you without you', 'The Beatles'), ('within you without you', 'The Beatles'), ('within you without you', 'The Beatles')] [('within you without you', 'The Beatles')]\n", + "all down the line [('all down the line', 'Bob Clearmountain'), ('all down the line', 'The Rolling Stones'), ('all down the line', 'The Rolling Stones'), ('all down the line', 'The Rolling Stones'), ('all down the line', 'The Rolling Stones'), ('all down the line', 'The Rolling Stones'), ('all down the line', 'The Rolling Stones')] [('all down the line', 'The Rolling Stones')]\n", + "remyxomatosis cristian vogel rmx [('remyxomatosis cristian vogel rmx', 'Radiohead')] []\n", + "the lady is a vamp [('the lady is a vamp', 'Spice Girls')] []\n", + "good morning good morning [('good morning good morning', 'The Beatles'), ('good morning good morning', 'The Beatles'), ('good morning good morning', 'The Beatles')] [('good morning good morning', 'The Beatles')]\n", + "you dont have to mean it [('you dont have to mean it', 'The Rolling Stones'), ('you dont have to mean it', 'The Rolling Stones')] [('you dont have to mean it', 'The Rolling Stones')]\n", + "hi heel sneakers [('hi heel sneakers', 'The Rolling Stones')] []\n", + "viva forever [('viva forever', 'Spice Girls')] []\n", + "time goes by [('time goes by', 'Spice Girls')] []\n", + "i cant turn you loose [('i cant turn you loose', 'Bob Clearmountain')] []\n", + "love in vain [('love in vain', 'The Rolling Stones'), ('love in vain', 'The Rolling Stones'), ('love in vain', 'The Rolling Stones'), ('love in vain', 'The Rolling Stones')] [('love in vain', 'The Rolling Stones')]\n", + "you dont have to go [('you dont have to go', 'Muddy Waters'), ('you dont have to go', 'Muddy Waters')] []\n", + "boys [('boys', 'The Beatles'), ('boys', 'The Beatles')] [('boys', 'The Beatles')]\n", + "bitch [('bitch', 'Bob Clearmountain'), ('bitch', 'The Rolling Stones')] [('bitch', 'The Rolling Stones')]\n", + "the last time [('the last time', 'The Rolling Stones'), ('the last time', 'The Rolling Stones')] [('the last time', 'The Rolling Stones')]\n", + "when im sixty four [('when im sixty four', 'The Beatles')] []\n", + "honky tonk women [('honky tonk women', 'The Rolling Stones'), ('honky tonk women', 'The Rolling Stones'), ('honky tonk women', 'The Rolling Stones'), ('honky tonk women', 'Sheryl Crow'), ('honky tonk women', 'The Rolling Stones'), ('honky tonk women', 'The Rolling Stones')] [('honky tonk women', 'The Rolling Stones')]\n", + "twist and shout [('twist and shout', 'The Beatles'), ('twist and shout', 'The Beatles')] [('twist and shout', 'The Beatles'), ('twist and shout', 'The Beatles'), ('twist and shout', 'The Beatles')]\n", + "bullet proof i wish i was [('bullet proof i wish i was', 'Radiohead')] []\n", + "hoochie coochie man [('hoochie coochie man', 'The Rolling Stones'), ('hoochie coochie man', 'The Rolling Stones')] [('hoochie coochie man', 'The Rolling Stones')]\n", + "introduction [('introduction', 'Muddy Waters'), ('introduction', 'Muddy Waters')] []\n", + "champagne and reefer [('champagne and reefer', 'The Rolling Stones'), ('champagne and reefer', 'The Rolling Stones')] []\n", + "i go wild [('i go wild', 'The Rolling Stones'), ('i go wild', 'The Rolling Stones'), ('i go wild', 'The Rolling Stones'), ('i go wild', 'The Rolling Stones'), ('i go wild', 'The Rolling Stones')] [('i go wild', 'The Rolling Stones')]\n", + "help [('help', 'The Beatles'), ('help', 'The Beatles'), ('help', 'The Beatles')] [('help', 'The Beatles')]\n", + "she was hot [('she was hot', 'The Rolling Stones'), ('she was hot', 'The Rolling Stones')] [('she was hot', 'The Rolling Stones')]\n", + "sympathy for the devil [('sympathy for the devil', 'The Rolling Stones'), ('sympathy for the devil', 'The Rolling Stones'), ('sympathy for the devil', 'The Rolling Stones')] [('sympathy for the devil', 'The Rolling Stones')]\n", + "ticket to ride [('ticket to ride', 'The Beatles'), ('ticket to ride', 'The Beatles'), ('ticket to ride', 'The Beatles')] [('ticket to ride', 'The Beatles')]\n", + "never give up on the good times [('never give up on the good times', 'Spice Girls')] []\n", + "wasting my time [('wasting my time', 'Spice Girls')] []\n", + "tkol altrice rmx [('tkol altrice rmx', 'Radiohead')] []\n", + "band introductions [('band introductions', 'The Rolling Stones')] []\n", + "if you wanna have some fun [('if you wanna have some fun', 'Spice Girls')] []\n", + "im moving on [('im moving on', 'The Rolling Stones'), ('im moving on', 'The Rolling Stones')] [('im moving on', 'The Rolling Stones')]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "black limousine [('black limousine', 'The Rolling Stones'), ('black limousine', 'The Rolling Stones')] [('black limousine', 'The Rolling Stones')]\n", + "out of control [('out of control', 'The Rolling Stones'), ('out of control', 'The Rolling Stones')] [('out of control', 'The Rolling Stones')]\n", + "dizzy miss lizzy [('dizzy miss lizzy', 'The Beatles'), ('dizzy miss lizzy', 'The Beatles')] [('dizzy miss lizzy', 'The Beatles')]\n", + "little by little caribou rmx [('little by little caribou rmx', 'Radiohead')] []\n", + "dollars cents live [('dollars cents live', 'Radiohead')] []\n", + "you cant do that [('you cant do that', 'The Beatles'), ('you cant do that', 'The Beatles')] [('you cant do that', 'The Beatles')]\n", + "trouble no more [('trouble no more', 'Muddy Waters')] []\n", + "with a little help from my friends [('with a little help from my friends', 'The Beatles'), ('with a little help from my friends', 'The Beatles'), ('with a little help from my friends', 'The Beatles')] [('with a little help from my friends', 'The Beatles')]\n", + "last time lover [('last time lover', 'Spice Girls')] []\n", + "babys in black [('babys in black', 'The Beatles'), ('babys in black', 'The Beatles')] [('babys in black', 'The Beatles')]\n", + "packt like sardines in a crushed tin box [('packt like sardines in a crushed tin box', 'Radiohead')] []\n", + "i will [('i will', 'The Beatles'), ('i will', 'Radiohead')] [('i will', 'Radiohead'), ('i will', 'The Beatles')]\n", + "saturday night divas [('saturday night divas', 'Spice Girls')] []\n", + "strawberry fields forever [('strawberry fields forever', 'The Beatles'), ('strawberry fields forever', 'The Beatles'), ('strawberry fields forever', 'The Beatles'), ('strawberry fields forever', 'The Beatles')] [('strawberry fields forever', 'The Beatles')]\n", + "eleanor rigby [('eleanor rigby', 'The Beatles'), ('eleanor rigby', 'The Beatles')] [('eleanor rigby', 'The Beatles')]\n", + "love thing [('love thing', 'Spice Girls')] []\n", + "jumpin jack flash [('jumpin jack flash', 'The Rolling Stones'), ('jumpin jack flash', 'The Rolling Stones'), ('jumpin jack flash', 'Bob Clearmountain'), ('jumpin jack flash', 'The Rolling Stones'), ('jumpin jack flash', 'The Rolling Stones'), ('jumpin jack flash', 'The Rolling Stones'), ('jumpin jack flash', 'The Rolling Stones'), ('jumpin jack flash', 'The Rolling Stones'), ('jumpin jack flash', 'The Rolling Stones')] [('jumpin jack flash', 'The Rolling Stones')]\n", + "say youll be there [('say youll be there', 'Spice Girls')] []\n", + "do it [('do it', 'Spice Girls')] []\n", + "before they make me run [('before they make me run', 'The Rolling Stones'), ('before they make me run', 'The Rolling Stones'), ('before they make me run', 'The Rolling Stones')] [('before they make me run', 'The Rolling Stones')]\n", + "hello goodbye [('hello goodbye', 'The Beatles'), ('hello goodbye', 'The Beatles')] [('hello goodbye', 'The Beatles')]\n", + "youre gonna miss me when im gone [('youre gonna miss me when im gone', 'Muddy Waters')] []\n", + "carol [('carol', 'The Rolling Stones')] [('carol', 'The Beatles'), ('carol', 'The Rolling Stones')]\n", + "hold back [('hold back', 'The Rolling Stones'), ('hold back', 'The Rolling Stones')] [('hold back', 'The Rolling Stones')]\n", + "youve got to hide your love away [('youve got to hide your love away', 'The Beatles')] [('youve got to hide your love away', 'The Beatles'), ('youve got to hide your love away', 'The Beatles')]\n", + "give up the ghost brokenchord rmx [('give up the ghost brokenchord rmx', 'Radiohead')] []\n", + "everything in its right place live in france [('everything in its right place live in france', 'Radiohead')] []\n", + "let it be [('let it be', 'The Beatles'), ('let it be', 'The Beatles')] [('let it be', 'The Beatles')]\n", + "fog again live [('fog again live', 'Radiohead')] []\n", + "right back at ya [('right back at ya', 'Spice Girls')] []\n", + "morning mr magpie nathan fake rmx [('morning mr magpie nathan fake rmx', 'Radiohead')] []\n", + "continental drift [('continental drift', 'The Rolling Stones'), ('continental drift', 'The Rolling Stones')] [('continental drift', 'The Rolling Stones')]\n", + "spice up your life [('spice up your life', 'Spice Girls')] []\n", + "instrumental 2 [('instrumental 2', 'The Rolling Stones')] []\n", + "instrumental 1 [('instrumental 1', 'The Rolling Stones')] []\n", + "sweet virginia [('sweet virginia', 'The Rolling Stones'), ('sweet virginia', 'The Rolling Stones'), ('sweet virginia', 'The Rolling Stones'), ('sweet virginia', 'The Rolling Stones')] [('sweet virginia', 'The Rolling Stones')]\n", + "rock me baby [('rock me baby', 'Bob Clearmountain'), ('rock me baby', 'The Rolling Stones')] [('rock me baby', 'The Rolling Stones')]\n", + "if u cant dance [('if u cant dance', 'Spice Girls')] []\n", + "getting better [('getting better', 'The Beatles'), ('getting better', 'The Beatles'), ('getting better', 'The Beatles')] [('getting better', 'The Beatles')]\n", + "penny lane [('penny lane', 'The Beatles'), ('penny lane', 'The Beatles'), ('penny lane', 'The Beatles'), ('penny lane', 'The Beatles')] [('penny lane', 'The Beatles')]\n", + "country boy [('country boy', 'Muddy Waters')] []\n", + "shine a light [('shine a light', 'The Rolling Stones'), ('shine a light', 'The Rolling Stones'), ('shine a light', 'The Rolling Stones'), ('shine a light', 'The Rolling Stones'), ('shine a light', 'The Rolling Stones'), ('shine a light', 'The Rolling Stones'), ('shine a light', 'The Rolling Stones')] [('shine a light', 'The Rolling Stones')]\n", + "like a rolling stone [('like a rolling stone', 'The Rolling Stones'), ('like a rolling stone', 'The Rolling Stones'), ('like a rolling stone', 'The Rolling Stones'), ('like a rolling stone', 'The Rolling Stones'), ('like a rolling stone', 'The Rolling Stones'), ('like a rolling stone', 'The Rolling Stones')] [('like a rolling stone', 'The Rolling Stones')]\n", + "lucy in the sky with diamonds [('lucy in the sky with diamonds', 'The Beatles'), ('lucy in the sky with diamonds', 'The Beatles'), ('lucy in the sky with diamonds', 'The Beatles')] [('lucy in the sky with diamonds', 'The Beatles')]\n", + "wannabe [('wannabe', 'Spice Girls')] []\n", + "worried about you [('worried about you', 'The Rolling Stones'), ('worried about you', 'Bob Clearmountain')] [('worried about you', 'The Rolling Stones')]\n", + "cant you hear me knocking [('cant you hear me knocking', 'Bob Clearmountain'), ('cant you hear me knocking', 'The Rolling Stones')] [('cant you hear me knocking', 'The Rolling Stones')]\n", + "morning mr magpie pearson sound scavenger rmx [('morning mr magpie pearson sound scavenger rmx', 'Radiohead')] []\n", + "live with me [('live with me', 'The Rolling Stones'), ('live with me', 'The Rolling Stones'), ('live with me', 'Christina Aguilera')] [('live with me', 'The Rolling Stones')]\n", + "too rude [('too rude', 'The Rolling Stones'), ('too rude', 'The Rolling Stones')] [('too rude', 'The Rolling Stones')]\n", + "denying [('denying', 'Spice Girls')] []\n", + "i wanna be your man [('i wanna be your man', 'The Rolling Stones'), ('i wanna be your man', 'The Beatles')] [('i wanna be your man', 'The Beatles'), ('i wanna be your man', 'The Rolling Stones')]\n", + "key to the highway [('key to the highway', 'The Rolling Stones'), ('key to the highway', 'The Rolling Stones')] []\n", + "down the road apiece [('down the road apiece', 'The Rolling Stones'), ('down the road apiece', 'The Rolling Stones')] [('down the road apiece', 'The Rolling Stones')]\n", + "everybodys trying to be my baby [('everybodys trying to be my baby', 'The Beatles'), ('everybodys trying to be my baby', 'The Beatles')] [('everybodys trying to be my baby', 'The Beatles')]\n", + "weekend love [('weekend love', 'Spice Girls')] []\n", + "something [('something', 'The Beatles'), ('something', 'The Beatles')] [('something', 'The Beatles')]\n", + "all my loving [('all my loving', 'The Beatles'), ('all my loving', 'The Beatles')] [('all my loving', 'The Beatles')]\n" + ] + } + ], + "source": [ + "for ct in ctitles:\n", + " sts = [(t['ctitle'], t['artist_name']) for t in tracks.find({'ctitle': ct}, ['ctitle', 'artist_name'])]\n", + " gts = [(t['ctitle'], t['primary_artist']['name']) for t in genius_tracks.find({'ctitle': ct}, ['ctitle', 'primary_artist.name'])]\n", + " if len(sts) != 1 or len(gts) != 1:\n", + " print(ct, sts, gts)" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [], + "source": [ + "def levenshtein(s1, s2):\n", + " if len(s1) < len(s2):\n", + " return levenshtein(s2, s1)\n", + "\n", + " # len(s1) >= len(s2)\n", + " if len(s2) == 0:\n", + " return len(s1)\n", + "\n", + " previous_row = range(len(s2) + 1)\n", + " for i, c1 in enumerate(s1):\n", + " current_row = [i + 1]\n", + " for j, c2 in enumerate(s2):\n", + " insertions = previous_row[j + 1] + 1 # j+1 instead of j since previous_row and current_row are one character longer\n", + " deletions = current_row[j] + 1 # than s2\n", + " substitutions = previous_row[j] + (c1 != c2)\n", + " current_row.append(min(insertions, deletions, substitutions))\n", + " previous_row = current_row\n", + " \n", + " return previous_row[-1]" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('if u cant dance', 'Spice Girls') Missing 99999 False\n", + "('champagne and reefer', 'The Rolling Stones') ('champagne reefer', 'The Rolling Stones') 4 True\n", + "('key to the highway', 'The Rolling Stones') ('thief in the night', 'The Rolling Stones') 10 True\n", + "('stop', 'Spice Girls') Missing 99999 False\n", + "('right back at ya', 'Spice Girls') Missing 99999 False\n", + "('you dont have to go', 'Muddy Waters') Missing 99999 False\n", + "('let love lead the way', 'Spice Girls') Missing 99999 False\n", + "('county jail', 'Muddy Waters') Missing 99999 False\n", + "('trouble no more', 'Muddy Waters') Missing 99999 False\n", + "('time goes by', 'Spice Girls') Missing 99999 False\n", + "('little ta', 'The Rolling Stones') ('little t a', 'The Rolling Stones') 1 False\n", + "('pepperland', 'George Martin') ('yellow submarine in pepperland', 'George Martin') 20 True\n", + "('you got me rockin', 'The Rolling Stones') ('you got me rocking', 'The Rolling Stones') 1 True\n", + "('sea of holes', 'George Martin') ('yellow submarine in pepperland', 'George Martin') 25 True\n", + "('next time you see me', 'The Rolling Stones') ('if you let me', 'The Rolling Stones') 10 False\n", + "('something kinda funny', 'Spice Girls') Missing 99999 False\n", + "('untitled', 'Radiohead') ('untogether', 'Radiohead') 5 False\n", + "('if you wanna have some fun', 'Spice Girls') Missing 99999 False\n", + "('wasting my time', 'Spice Girls') Missing 99999 False\n", + "('packt like sardines in a crushed tin box', 'Radiohead') ('packt like sardines in a crushd tin box', 'Radiohead') 1 False\n", + "('do it', 'Spice Girls') Missing 99999 False\n", + "('march of the meanies', 'George Martin') ('yellow submarine in pepperland', 'George Martin') 24 True\n", + "('codex illum sphere', 'Radiohead') ('there there', 'Radiohead') 12 True\n", + "('spice up your life', 'Spice Girls') Missing 99999 False\n", + "('oxygen', 'Spice Girls') Missing 99999 False\n", + "('the lady is a vamp', 'Spice Girls') Missing 99999 False\n", + "('last time lover', 'Spice Girls') Missing 99999 False\n", + "('sweet little angel', 'Muddy Waters') Missing 99999 False\n", + "('instrumental 1', 'The Rolling Stones') ('little t a', 'The Rolling Stones') 10 False\n", + "('long distance call', 'The Rolling Stones') ('gangsters maul', 'The Rolling Stones') 11 False\n", + "('who do you think you are', 'Spice Girls') Missing 99999 False\n", + "('wannabe', 'Spice Girls') Missing 99999 False\n", + "('one eyed woman', 'The Rolling Stones') ('monkey man', 'The Rolling Stones') 7 True\n", + "('love thing', 'Spice Girls') Missing 99999 False\n", + "('youre gonna miss me when im gone', 'Muddy Waters') Missing 99999 False\n", + "('pepperland laid waste', 'George Martin') ('yellow submarine in pepperland', 'George Martin') 25 True\n", + "('outro', 'Jimi Hendrix') Missing 99999 False\n", + "('everybody needs somebody to love finale', 'The Rolling Stones') ('everybody needs somebody to love', 'The Rolling Stones') 7 True\n", + "('sea of monsters', 'George Martin') ('yellow submarine in pepperland', 'George Martin') 23 True\n", + "('2 become 1', 'Spice Girls') Missing 99999 False\n", + "('just my imagination', 'The Rolling Stones') ('im moving on', 'The Rolling Stones') 12 True\n", + "('say youll be there', 'Spice Girls') Missing 99999 False\n", + "('viva forever', 'Spice Girls') Missing 99999 False\n", + "('bullet proof i wish i was', 'Radiohead') ('bullet proofi wish i was', 'Radiohead') 1 False\n", + "('holler', 'Spice Girls') Missing 99999 False\n", + "('flip flop and fly', 'Muddy Waters') Missing 99999 False\n", + "('naked', 'Spice Girls') Missing 99999 False\n", + "('denying', 'Spice Girls') Missing 99999 False\n", + "('clouds in my heart', 'The Rolling Stones') ('pain in my heart', 'The Rolling Stones') 6 True\n", + "('when im sixty four', 'The Beatles') ('when im sixtyfour', 'The Beatles') 1 True\n", + "('fannie mae', 'The Rolling Stones') ('fanny mae', 'The Rolling Stones') 2 False\n", + "('i will los angeles version', 'Radiohead') ('million dollar question', 'Radiohead') 16 False\n", + "('little by little shed', 'Radiohead') ('little by little', 'Radiohead') 5 True\n", + "('hi heel sneakers', 'The Rolling Stones') ('hiheel sneakers', 'The Rolling Stones') 1 False\n", + "('i cant turn you loose', 'Bob Clearmountain') Missing 99999 False\n", + "('mama', 'Spice Girls') Missing 99999 False\n", + "('faraway eyes', 'The Rolling Stones') ('far away eyes', 'The Rolling Stones') 1 True\n", + "('saturday night divas', 'Spice Girls') Missing 99999 False\n", + "('jumping jack flash', 'The Rolling Stones') ('jumpin jack flash', 'The Rolling Stones') 1 True\n", + "('got my mojo workin', 'The Rolling Stones') ('honky tonk women', 'The Rolling Stones') 10 True\n", + "('never give up on the good times', 'Spice Girls') Missing 99999 False\n", + "('get down with me', 'Spice Girls') Missing 99999 False\n", + "('revolution 1', 'The Beatles') ('revolution i', 'The Beatles') 1 False\n", + "('instrumental 2', 'The Rolling Stones') ('little t a', 'The Rolling Stones') 10 False\n", + "('weekend love', 'Spice Girls') Missing 99999 False\n", + "('country boy', 'Muddy Waters') Missing 99999 False\n", + "('move over', 'Spice Girls') Missing 99999 False\n", + "('kansas city heyheyheyhey', 'The Beatles') ('medley kansas cityhey hey hey hey', 'The Beatles') 11 False\n", + "('dollars cents', 'Radiohead') ('dollars and cents', 'Radiohead') 4 False\n", + "('a punch up at a wedding', 'Radiohead') ('a punchup at a wedding', 'Radiohead') 1 False\n", + "('too much', 'Spice Girls') Missing 99999 False\n", + "('honky tonk woman', 'The Rolling Stones') ('honky tonk women', 'The Rolling Stones') 1 True\n", + "('sea of time', 'George Martin') ('yellow submarine in pepperland', 'George Martin') 25 True\n" + ] + } + ], + "source": [ + "banned_substrings = ['rmx', 'remix', 'rework', 'live', 'intro', 'medley']\n", + "genius_and_both = genius_only | in_both\n", + "for s in spotify_only:\n", + " if not any(banned in s[0] for banned in banned_substrings):\n", + " candidates = [g for g in genius_and_both if g[1] == s[1]]\n", + " if candidates:\n", + " gt = min(candidates, key=lambda g: levenshtein(s[0], g[0]))\n", + " d = levenshtein(s[0], gt[0])\n", + " else:\n", + " gt = 'Missing'\n", + " d = 99999\n", + " print(s, gt, d, gt in in_both)" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('champagne and reefer', 'The Rolling Stones') [(('champagne reefer', 'The Rolling Stones'), 4)]\n", + "('key to the highway', 'The Rolling Stones') []\n", + "('little ta', 'The Rolling Stones') [(('little baby', 'The Rolling Stones'), 3), (('little t a', 'The Rolling Stones'), 1), (('little rain', 'The Rolling Stones'), 3), (('title 5', 'The Rolling Stones'), 4)]\n", + "('pepperland', 'George Martin') []\n", + "('you got me rockin', 'The Rolling Stones') [(('you got me rocking', 'The Rolling Stones'), 1)]\n", + "('sea of holes', 'George Martin') []\n", + "('next time you see me', 'The Rolling Stones') []\n", + "('untitled', 'Radiohead') []\n", + "('packt like sardines in a crushed tin box', 'Radiohead') [(('packt like sardines in a crushd tin box', 'Radiohead'), 1)]\n", + "('march of the meanies', 'George Martin') []\n", + "('codex illum sphere', 'Radiohead') []\n", + "('charlies intro to little red rooster', 'The Rolling Stones') []\n", + "('instrumental 1', 'The Rolling Stones') []\n", + "('long distance call', 'The Rolling Stones') []\n", + "('one eyed woman', 'The Rolling Stones') []\n", + "('martin scorsese intro', 'The Rolling Stones') []\n", + "('band introductions', 'The Rolling Stones') []\n", + "('pepperland laid waste', 'George Martin') []\n", + "('everybody needs somebody to love finale', 'The Rolling Stones') []\n", + "('sea of monsters', 'George Martin') []\n", + "('just my imagination', 'The Rolling Stones') []\n", + "('bullet proof i wish i was', 'Radiohead') [(('bullet proofi wish i was', 'Radiohead'), 1)]\n", + "('clouds in my heart', 'The Rolling Stones') []\n", + "('when im sixty four', 'The Beatles') [(('when im sixtyfour', 'The Beatles'), 1)]\n", + "('fannie mae', 'The Rolling Stones') [(('fanny mae', 'The Rolling Stones'), 2)]\n", + "('i will los angeles version', 'Radiohead') []\n", + "('little by little shed', 'Radiohead') []\n", + "('hi heel sneakers', 'The Rolling Stones') [(('hiheel sneakers', 'The Rolling Stones'), 1)]\n", + "('bloom jamie xx rework', 'Radiohead') []\n", + "('faraway eyes', 'The Rolling Stones') [(('far away eyes', 'The Rolling Stones'), 1)]\n", + "('jumping jack flash', 'The Rolling Stones') [(('jumpin jack flash', 'The Rolling Stones'), 1)]\n", + "('got my mojo workin', 'The Rolling Stones') []\n", + "('revolution 1', 'The Beatles') [(('revolution i', 'The Beatles'), 1), (('revolution 9', 'The Beatles'), 1), (('revolution', 'The Beatles'), 2)]\n", + "('instrumental 2', 'The Rolling Stones') []\n", + "('kansas city heyheyheyhey', 'The Beatles') []\n", + "('dollars cents', 'Radiohead') [(('dollars and cents', 'Radiohead'), 4)]\n", + "('a punch up at a wedding', 'Radiohead') [(('a punchup at a wedding', 'Radiohead'), 1)]\n", + "('honky tonk woman', 'The Rolling Stones') [(('honky tonk women', 'The Rolling Stones'), 1)]\n", + "('sea of time', 'George Martin') []\n" + ] + } + ], + "source": [ + "genius_and_both = genius_only | in_both\n", + "for s in spotify_only:\n", + " if 'rmx' not in s[0] and 'remix' not in s[0] and 'live' not in s[0]:\n", + "# album = \n", + " candidates = [g for g in genius_and_both if g[1] == s[1]]\n", + " if candidates:\n", + " gts = [(g, levenshtein(s[0], g[0])) for g in candidates if levenshtein(s[0], g[0]) < 5]\n", + " print(s, gts)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
_idartist_namename
05XfJmldgWzrc1AIdbBaVZnThe BeatlesLive At The Hollywood Bowl
15ju5Ouzan3QwXqQt1TihbhThe Beatles1 (Remastered)
22pCqZLeavM2BMovJXsJEIVThe BeatlesLet It Be (Remastered)
32Pqkn9Dq2DFtdfkKAeqgMdThe BeatlesAbbey Road (Remastered)
447bcKzmKgmMPHXNVOWpLiuThe BeatlesYellow Submarine (Remastered)
503Qh833fEdVT30Pfs93ea6The BeatlesThe Beatles (Remastered)
66P9yO0ukhOx3dvmhGKeYoCThe BeatlesMagical Mystery Tour (Remastered)
71PULmKbHeOqlkIwcDMNwD4The BeatlesSgt. Pepper's Lonely Hearts Club Band (Remaste...
80PYyrqs9NXtxPhf0CZkq2LThe BeatlesRevolver (Remastered)
93OdI6e43crvyAHhaqpxSyzThe BeatlesRubber Soul (Remastered)
1019K3IHYeVkUTjcBHGfbCOiThe BeatlesHelp! (Remastered)
117BgGBZndAvDlKOcwe5rscZThe BeatlesBeatles For Sale (Remastered)
1271Mwd9tntFQYUk4k2DwA0DThe BeatlesA Hard Day's Night (Remastered)
131DBkJIEoeHrTX4WCBQGcCiRadioheadThe King Of Limbs
143nkEsxmIX0zRNXGAexaHAnThe BeatlesWith The Beatles (Remastered)
157gDXyW16byCQOgK965BRznThe BeatlesPlease Please Me (Remastered)
166vuykQgDLUCiZ7YggIpLM9RadioheadA Moon Shaped Pool
1747xaqCsJcYFWqD1gwujl1TRadioheadTKOL RMX 1234567
187eyQXxuf2nGj9d2367Gi5fRadioheadIn Rainbows
1936lJLPoPPOKNFddTAcirncRadioheadIn Rainbows Disk 2
206Eo5EkmdLvZrONzi046iC2RadioheadCom Lag: 2+2=5
211oW3v5Har9mvXnGk0x4fHmRadioheadHail To the Thief
226svTt5o2lUgIrgYDKVmdnDRadioheadI Might Be Wrong
236V9YnBmFjWmXCBaUVRCVXPRadioheadAmnesiac
2419RUXBFyM4PpmrLRdtqWbpRadioheadKid A
257dxKtc08dYeRVHt3p9CZJnRadioheadOK Computer
26500FEaUzn8lN9zWFyZG5C2RadioheadThe Bends
276400dnyeDyD2mIFHfkwHXNRadioheadPablo Honey
284g9Jfls8z2nbQxj5PiXkiyThe Rolling StonesBlue & Lonesome
294fhWcu56Bbh5wALuTouFVWThe Rolling StonesHavana Moon (Live)
............
323CHu7qW160uqPZHW3TMZ1lThe Rolling StonesShine A Light
334FTHynKEtuP7eppERNfjyGThe Rolling StonesA Bigger Bang (2009 Re-Mastered)
3450UGtgNA5bq1c0BDjPfmbDThe Rolling StonesLive Licks
350ZGddnvcVzHVHfE3WW1tV5The Rolling StonesBridges To Babylon (Remastered)
364M8Q1L9PZq0xK5tLUpO3jdThe Rolling StonesStripped
3762ZT16LY1phGM0O8x5qW1zThe Rolling StonesVoodoo Lounge (Remastered 2009)
381W1UJulgICjFDyYIMUwRs7The Rolling StonesFlashpoint
3925mfHGJNQkluvIqedXHSx3The Rolling StonesSteel Wheels (2009 Re-Mastered)
401TpcI1LEFVhBvDPSTMPGFGThe Rolling StonesDirty Work
411WSfNoPDPzgyKFN6OSYWUxThe Rolling StonesDirty Work (Remastered 2009)
42064eFGemsrDcMvgRZ0gqtwThe Rolling StonesUndercover (2009 Re-Mastered)
430hxrNynMDh5QeyALlf1CdSThe Rolling StonesStill Life
441YvnuYGlblQ5vLnOhaZzpnThe Rolling StonesTattoo You (2009 Re-Mastered)
452wZgoXS06wSdu9C0ZJOvlcThe Rolling StonesEmotional Rescue (2009 Re-Mastered)
4654sqbAXxR1jFfyXb1WvrHKThe Rolling StonesSome Girls
476FjXxl9VLURGuubdXUn2J3The Rolling StonesSome Girls (Deluxe Version)
484jbWZmf7kRxCBD6tgVepYhSpice GirlsForever
493sr6lAuO3nmB1u8ZuQgpiXSpice GirlsSpiceworld
503x2jF7blR6bFHtk4MccsyJSpice GirlsSpice
513LXItxKnnJcEDc5QdTc00nThe BeatlesSgt. Pepper's Lonely Hearts Club Band (Deluxe ...
527Hk1X2BCADxuR9saTIKfOWThe Rolling StonesOn Air (Deluxe)
536iCIB08bkoitQOL5y2uEsMThe Rolling StonesSticky Fingers Live At The Fonda Theatre
5434d9ClCaKRoQ8pMeJ9GfvtThe Rolling StonesLadies & Gentlemen (Live)
550aWIIpfY32rT1i3yO9LROlThe Rolling StonesTotally Stripped (Live)
565D7RtaChuvF0Av1xXT3acuThe Rolling StonesTotally Stripped - Brixton (Live)
572b3y5k1DchDACjH5KMlgQvThe Rolling StonesTotally Stripped - Amsterdam (Live)
583wkyUMDuH56iNaSxKvukaxThe Rolling StonesTotally Stripped - Paris (Live)
596hB5kO3oV3tlnblCNSSA9ZMuddy WatersLive At The Checkerboard Lounge
603yNf6JVyEEqvM4OqKEmZSCMuddy WatersLive At The Checkerboard Lounge
612gCp8kyDcL93s4kVP4VMTCThe Rolling StonesSome Girls: Live In Texas '78
\n", + "

62 rows × 3 columns

\n", + "
" + ], + "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", + "28 4g9Jfls8z2nbQxj5PiXkiy The Rolling Stones \n", + "29 4fhWcu56Bbh5wALuTouFVW The Rolling Stones \n", + ".. ... ... \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", + "48 4jbWZmf7kRxCBD6tgVepYh Spice Girls \n", + "49 3sr6lAuO3nmB1u8ZuQgpiX Spice Girls \n", + "50 3x2jF7blR6bFHtk4MccsyJ Spice Girls \n", + "51 3LXItxKnnJcEDc5QdTc00n The Beatles \n", + "52 7Hk1X2BCADxuR9saTIKfOW The Rolling Stones \n", + "53 6iCIB08bkoitQOL5y2uEsM The Rolling Stones \n", + "54 34d9ClCaKRoQ8pMeJ9Gfvt The Rolling Stones \n", + "55 0aWIIpfY32rT1i3yO9LROl The Rolling Stones \n", + "56 5D7RtaChuvF0Av1xXT3acu The Rolling Stones \n", + "57 2b3y5k1DchDACjH5KMlgQv The Rolling Stones \n", + "58 3wkyUMDuH56iNaSxKvukax The Rolling Stones \n", + "59 6hB5kO3oV3tlnblCNSSA9Z Muddy Waters \n", + "60 3yNf6JVyEEqvM4OqKEmZSC Muddy Waters \n", + "61 2gCp8kyDcL93s4kVP4VMTC The Rolling Stones \n", + "\n", + " name \n", + "0 Live At The Hollywood Bowl \n", + "1 1 (Remastered) \n", + "2 Let It Be (Remastered) \n", + "3 Abbey Road (Remastered) \n", + "4 Yellow Submarine (Remastered) \n", + "5 The Beatles (Remastered) \n", + "6 Magical Mystery Tour (Remastered) \n", + "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "8 Revolver (Remastered) \n", + "9 Rubber Soul (Remastered) \n", + "10 Help! (Remastered) \n", + "11 Beatles For Sale (Remastered) \n", + "12 A Hard Day's Night (Remastered) \n", + "13 The King Of Limbs \n", + "14 With The Beatles (Remastered) \n", + "15 Please Please Me (Remastered) \n", + "16 A Moon Shaped Pool \n", + "17 TKOL RMX 1234567 \n", + "18 In Rainbows \n", + "19 In Rainbows Disk 2 \n", + "20 Com Lag: 2+2=5 \n", + "21 Hail To the Thief \n", + "22 I Might Be Wrong \n", + "23 Amnesiac \n", + "24 Kid A \n", + "25 OK Computer \n", + "26 The Bends \n", + "27 Pablo Honey \n", + "28 Blue & Lonesome \n", + "29 Havana Moon (Live) \n", + ".. ... \n", + "32 Shine A Light \n", + "33 A Bigger Bang (2009 Re-Mastered) \n", + "34 Live Licks \n", + "35 Bridges To Babylon (Remastered) \n", + "36 Stripped \n", + "37 Voodoo Lounge (Remastered 2009) \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) \n", + "48 Forever \n", + "49 Spiceworld \n", + "50 Spice \n", + "51 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "52 On Air (Deluxe) \n", + "53 Sticky Fingers Live At The Fonda Theatre \n", + "54 Ladies & Gentlemen (Live) \n", + "55 Totally Stripped (Live) \n", + "56 Totally Stripped - Brixton (Live) \n", + "57 Totally Stripped - Amsterdam (Live) \n", + "58 Totally Stripped - Paris (Live) \n", + "59 Live At The Checkerboard Lounge \n", + "60 Live At The Checkerboard Lounge \n", + "61 Some Girls: Live In Texas '78 \n", + "\n", + "[62 rows x 3 columns]" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.DataFrame(list(albums.find({}, ['artist_name', 'name'])))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Manually fix a couple of errors." + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "genius_tracks.update_many({'ctitle': 'revolution i'}, \n", + " {'$set': {'ctitle': 'revolution 1'}})\n", + "genius_tracks.update_many({'ctitle': 'when im sixtyfour'}, \n", + " {'$set': {'ctitle': 'when im sixty four'}})\n", + "genius_tracks.update_many({'ctitle': 'packt like sardines in a crushd tin box'}, \n", + " {'$set': {'ctitle': 'packt like sardines in a crushed tin box'}})\n", + "genius_tracks.update_many({'ctitle': 'a punchup at a wedding'}, \n", + " {'$set': {'ctitle': 'a punch up at a wedding'}})\n", + "genius_tracks.update_many({'ctitle': 'dollars cents'}, \n", + " {'$set': {'ctitle': 'dollars and cents'}})\n", + "genius_tracks.update_many({'ctitle': 'bullet proofi wish i was'}, \n", + " {'$set': {'ctitle': 'bullet proof i wish i was'}})\n", + "genius_tracks.update_many({'ctitle': 'jumpin jack flash'}, \n", + " {'$set': {'ctitle': 'jumping jack flash'}})\n", + "genius_tracks.update_many({'ctitle': 'far away eyes'}, \n", + " {'$set': {'ctitle': 'faraway eyes'}})" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(532, 516, 103)" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "in_both = set(g['ctitle'] for g in genius_tracks.find({}, ['ctitle']) if tracks.find({'ctitle': g['ctitle']}).count())\n", + "genius_only = set(g['ctitle'] for g in genius_tracks.find({}, ['ctitle']) if not tracks.find({'ctitle': g['ctitle']}).count())\n", + "spotify_only = set(s['ctitle'] for s in tracks.find({}, ['ctitle']) if not genius_tracks.find({'ctitle': s['ctitle']}).count())\n", + "len(in_both), len(genius_only), len(spotify_only)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Copy the lyrics over\n", + "Now can can connect the tracks, let's copy across the lyrics from the Genius collection into the Spotify collection. We'll calculate the lyrical density at the same time.\n", + "\n", + "* [Top](#top)" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [], + "source": [ + "for t in tracks.find({}, ['ctitle', 'duration_ms']):\n", + " gts = genius_tracks.find({'ctitle': t['ctitle'], 'lyrics': {'$exists': True}}, ['lyrics', 'original_lyrics'])\n", + " for gt in gts:\n", + " tracks.update_one({'_id': t['_id']}, \n", + " {'$set': {'lyrics': gt['lyrics'], \n", + " 'original_lyrics': gt['original_lyrics'],\n", + " 'lyrical_density': 1000 * len(gt['lyrics'].split()) / t['duration_ms']}})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sentiment analysis\n", + "I couldn't find an easily-installable equivalent to the NRC corpus, so I'm using a sentiment analysis API endpoint from [Text Processing](http://text-processing.com/docs/sentiment.html).\n", + "\n", + "* [Top](#top)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "for t in tracks.find({'lyrics': {'$exists': True}}, ['lyrics']):\n", + " text = t['lyrics']\n", + " if text:\n", + " query = urllib.parse.urlencode({'text': text}).encode('ascii')\n", + " headers = {'Accept': 'application/json',\n", + " 'User-Agent': 'curl/7.9.8 (i686-pc-linux-gnu) libcurl 7.9.8 (OpenSSL 0.9.6b) (ipv6 enabled)'}\n", + " request = urllib.request.Request('http://text-processing.com/api/sentiment/', \n", + " headers=headers, data=query)\n", + " with urllib.request.urlopen(request) as f:\n", + " response = json.loads(f.read().decode('utf-8'))\n", + " tracks.update_one({'_id': t['_id']}, {'$set': {'sentiment': response}})" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['explicit', 'artist_name', 'lyrics', 'uri', 'track_number', 'mode', 'album_id', '_id', 'preview_url', 'acousticness', 'liveness', 'energy', 'disc_number', 'valence', 'artist_id', 'lyrical_density', 'ctitle', 'popularity', 'original_lyrics', 'speechiness', 'sentiment', 'loudness', 'href', 'available_markets', 'type', 'name', 'external_ids', 'artists', 'id', 'key', 'instrumentalness', 'album', 'time_signature', 'danceability', 'duration_ms', 'tempo', 'external_urls', 'analysis_url', 'track_href'])" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tracks.find_one({'sentiment': {'$exists': True}}).keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'_id': '1jgefM2ZP7RnPVShhy1eUM',\n", + " 'acousticness': 0.148,\n", + " 'album': {'album_type': 'album',\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:22bE4uQ6baNwSHPVcDxLCe'}],\n", + " 'available_markets': ['GB'],\n", + " 'external_urls': {'spotify': 'https://open.spotify.com/album/3PbRKFafwE7Of8e4dTee72'},\n", + " 'href': 'https://api.spotify.com/v1/albums/3PbRKFafwE7Of8e4dTee72',\n", + " 'id': '3PbRKFafwE7Of8e4dTee72',\n", + " 'images': [{'height': 640,\n", + " 'url': 'https://i.scdn.co/image/4bd988736fe53e8109488f0f390cdfd5d119762d',\n", + " 'width': 640},\n", + " {'height': 300,\n", + " 'url': 'https://i.scdn.co/image/b5c53642ccdaac3120aa766ce5e29d9c1b61794f',\n", + " 'width': 300},\n", + " {'height': 64,\n", + " 'url': 'https://i.scdn.co/image/9c6e2872cbd2688c528d5d43c57651d12c19eec1',\n", + " 'width': 64}],\n", + " 'name': 'Totally Stripped (Live)',\n", + " 'type': 'album',\n", + " 'uri': 'spotify:album:3PbRKFafwE7Of8e4dTee72'},\n", + " 'album_id': '3PbRKFafwE7Of8e4dTee72',\n", + " 'analysis_url': 'https://api.spotify.com/v1/audio-analysis/1jgefM2ZP7RnPVShhy1eUM',\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:22bE4uQ6baNwSHPVcDxLCe'}],\n", + " 'available_markets': ['GB'],\n", + " 'ctitle': 'not fade away',\n", + " 'danceability': 0.282,\n", + " 'disc_number': 1,\n", + " 'duration_ms': 191787,\n", + " 'energy': 0.883,\n", + " 'explicit': False,\n", + " 'external_ids': {'isrc': 'GBCBR1500391'},\n", + " 'external_urls': {'spotify': 'https://open.spotify.com/track/1jgefM2ZP7RnPVShhy1eUM'},\n", + " 'href': 'https://api.spotify.com/v1/tracks/1jgefM2ZP7RnPVShhy1eUM',\n", + " 'id': '1jgefM2ZP7RnPVShhy1eUM',\n", + " 'instrumentalness': 0.00116,\n", + " 'key': 9,\n", + " 'liveness': 0.969,\n", + " 'loudness': -7.634,\n", + " 'lyrical_density': 0.6934776601125207,\n", + " 'lyrics': \"i'm going to tell you how it's going to be you're going to give your love to me i'm going to love you night and day well love is love and not fade away well love is love and not fade away my love is bigger than a cadillac i try to show it and you're driving me back your love for me has got to be real for you to know just how i feel love is real and not fade away well love is real and not fade away i'm going to tell you how it's going to be you're going to give your love to me i'm going to love you night and day well love is love and not fade away well love is love and not fade away\",\n", + " 'mode': 1,\n", + " 'name': 'Not Fade Away - Live',\n", + " 'original_lyrics': \"\\n\\n[Chorus]\\nI'm going to tell you how it's going to be\\nYou're going to give your love to me\\nI'm going to love you night and day\\nWell love is love and not fade away\\nWell love is love and not fade away\\n\\n[Verse]\\nMy love is bigger than a Cadillac\\nI try to show it and you're driving me back\\nYour love for me has got to be real\\nFor you to know just how I feel\\nLove is real and not fade away\\nWell love is real and not fade away\\n\\n[Chorus]\\nI'm going to tell you how it's going to be\\nYou're going to give your love to me\\nI'm going to love you night and day\\nWell love is love and not fade away\\nWell love is love and not fade away\\n\\n\",\n", + " 'popularity': 14,\n", + " 'preview_url': 'https://p.scdn.co/mp3-preview/bba1991141c6e594e0d6cee95bfd55357958e2fa?cid=62cfd0fb31d949b091487f6b71bd39ec',\n", + " 'sentiment': {'label': 'pos',\n", + " 'probability': {'neg': 0.4330417519459868,\n", + " 'neutral': 0.16422979866211163,\n", + " 'pos': 0.5669582480540132}},\n", + " 'speechiness': 0.0936,\n", + " 'tempo': 99.59,\n", + " 'time_signature': 4,\n", + " 'track_href': 'https://api.spotify.com/v1/tracks/1jgefM2ZP7RnPVShhy1eUM',\n", + " 'track_number': 1,\n", + " 'type': 'audio_features',\n", + " 'uri': 'spotify:track:1jgefM2ZP7RnPVShhy1eUM',\n", + " 'valence': 0.678}" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tracks.find_one({'sentiment': {'$exists': True}})" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(790, 134)" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tracks.find({'sentiment': {'$exists': True}}).count(), tracks.find({'sentiment': {'$exists': False}}).count()" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "8" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tracks.find({'sentiment': {'$exists': False}, 'lyrics': {'$exists': True}}).count()" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
_idartist_namelyricsname
047DgFAFnhfwoSko23P7pz5George MartinYellow Submarine In Pepperland - Remastered
12z1p43SNSbeowzy8WdYHNkThe BeatlesFlying - Remastered 2009
23gKuywOm38axM8sJGq6LaqRadioheadMK 1
32uYSbsxAMmK1awUl06T7ixRadioheadMK 2
41q6X5sJSWQ2QnqvPghR0KrRadioheadI Am Citizen Insane
54blz5SBUxKbtDNwMWstGNGRadioheadWhere Bluebirds Fly
62zYrFer4QGSQkk5aUawfHBRadioheadHunting Bears
74DPQvbgSM0IdX4O3HOACwLRadioheadTreefingers
\n", + "
" + ], + "text/plain": [ + " _id artist_name lyrics \\\n", + "0 47DgFAFnhfwoSko23P7pz5 George Martin \n", + "1 2z1p43SNSbeowzy8WdYHNk The Beatles \n", + "2 3gKuywOm38axM8sJGq6Laq Radiohead \n", + "3 2uYSbsxAMmK1awUl06T7ix Radiohead \n", + "4 1q6X5sJSWQ2QnqvPghR0Kr Radiohead \n", + "5 4blz5SBUxKbtDNwMWstGNG Radiohead \n", + "6 2zYrFer4QGSQkk5aUawfHB Radiohead \n", + "7 4DPQvbgSM0IdX4O3HOACwL Radiohead \n", + "\n", + " name \n", + "0 Yellow Submarine In Pepperland - Remastered \n", + "1 Flying - Remastered 2009 \n", + "2 MK 1 \n", + "3 MK 2 \n", + "4 I Am Citizen Insane \n", + "5 Where Bluebirds Fly \n", + "6 Hunting Bears \n", + "7 Treefingers " + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.DataFrame(list(tracks.find({'sentiment': {'$exists': False}, \n", + " 'lyrics': {'$exists': True}}, \n", + " ['name', 'artist_name', 'lyrics'])))" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'_id': '47DgFAFnhfwoSko23P7pz5',\n", + " 'artist_name': 'George Martin',\n", + " 'lyrics': '',\n", + " 'name': 'Yellow Submarine In Pepperland - Remastered',\n", + " 'original_lyrics': '\\n\\n[Instrumental]\\n\\n'},\n", + " {'_id': '2z1p43SNSbeowzy8WdYHNk',\n", + " 'artist_name': 'The Beatles',\n", + " 'lyrics': '',\n", + " 'name': 'Flying - Remastered 2009',\n", + " 'original_lyrics': '\\n\\n[Instrumental]\\n\\n'},\n", + " {'_id': '3gKuywOm38axM8sJGq6Laq',\n", + " 'artist_name': 'Radiohead',\n", + " 'lyrics': '',\n", + " 'name': 'MK 1',\n", + " 'original_lyrics': '\\n\\n[Instrumental]\\n\\n'},\n", + " {'_id': '2uYSbsxAMmK1awUl06T7ix',\n", + " 'artist_name': 'Radiohead',\n", + " 'lyrics': '',\n", + " 'name': 'MK 2',\n", + " 'original_lyrics': '\\n\\n[Instrumental]\\n\\n'},\n", + " {'_id': '1q6X5sJSWQ2QnqvPghR0Kr',\n", + " 'artist_name': 'Radiohead',\n", + " 'lyrics': '',\n", + " 'name': 'I Am Citizen Insane',\n", + " 'original_lyrics': '\\n\\n[Instrumental]\\n\\n'},\n", + " {'_id': '4blz5SBUxKbtDNwMWstGNG',\n", + " 'artist_name': 'Radiohead',\n", + " 'lyrics': '',\n", + " 'name': 'Where Bluebirds Fly',\n", + " 'original_lyrics': '\\n\\n[Distorted \"Somewhere Over The Rainbow\" lyrics]\\n\\n'},\n", + " {'_id': '2zYrFer4QGSQkk5aUawfHB',\n", + " 'artist_name': 'Radiohead',\n", + " 'lyrics': '',\n", + " 'name': 'Hunting Bears',\n", + " 'original_lyrics': '\\n\\n[Instrumental]\\n\\n'},\n", + " {'_id': '4DPQvbgSM0IdX4O3HOACwL',\n", + " 'artist_name': 'Radiohead',\n", + " 'lyrics': '',\n", + " 'name': 'Treefingers',\n", + " 'original_lyrics': '\\n\\n[Instrumental]\\n\\n'}]" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(tracks.find({'sentiment': {'$exists': False}, \n", + " 'lyrics': {'$exists': True}}, \n", + " ['name', 'artist_name', 'lyrics', 'original_lyrics']))" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tracks.update_many({'lyrics': ''}, {'$unset': {'lyrics': ''}})" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
\n", + "
" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: []\n", + "Index: []" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.DataFrame(list(tracks.find({'sentiment': {'$exists': False}, \n", + " 'lyrics': {'$exists': True}}, \n", + " ['name', 'artist_name', 'lyrics'])))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Remove live and duplicate tracks\n", + "We don't want to include tracks from live albums and tracks that appear more than once, such as on deluxe, remastered, and basic versions of albums.\n", + "\n", + "There's no quick and easy way to do this, so this section is just a lot of faffing around. The upshot is that the tracks we want to ignore will end up with an `ignore: True` tag on them, and they will be filtered out in a view for the analysis later.\n", + "\n", + "* [Top](#top)" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
_idartist_namenamerelease_date
05XfJmldgWzrc1AIdbBaVZnThe BeatlesLive At The Hollywood Bowl2016-09-09
15ju5Ouzan3QwXqQt1TihbhThe Beatles1 (Remastered)2000-11-13
22pCqZLeavM2BMovJXsJEIVThe BeatlesLet It Be (Remastered)1970-05-08
32Pqkn9Dq2DFtdfkKAeqgMdThe BeatlesAbbey Road (Remastered)1969-09-26
447bcKzmKgmMPHXNVOWpLiuThe BeatlesYellow Submarine (Remastered)1969-01-17
503Qh833fEdVT30Pfs93ea6The BeatlesThe Beatles (Remastered)1968-11-22
66P9yO0ukhOx3dvmhGKeYoCThe BeatlesMagical Mystery Tour (Remastered)1967-11-27
71PULmKbHeOqlkIwcDMNwD4The BeatlesSgt. Pepper's Lonely Hearts Club Band (Remaste...1967-06-01
80PYyrqs9NXtxPhf0CZkq2LThe BeatlesRevolver (Remastered)1966-08-05
93OdI6e43crvyAHhaqpxSyzThe BeatlesRubber Soul (Remastered)1965-12-03
1019K3IHYeVkUTjcBHGfbCOiThe BeatlesHelp! (Remastered)1965-08-06
117BgGBZndAvDlKOcwe5rscZThe BeatlesBeatles For Sale (Remastered)1964-12-04
1271Mwd9tntFQYUk4k2DwA0DThe BeatlesA Hard Day's Night (Remastered)1964-07-10
131DBkJIEoeHrTX4WCBQGcCiRadioheadThe King Of Limbs2011-02-18
143nkEsxmIX0zRNXGAexaHAnThe BeatlesWith The Beatles (Remastered)1963-11-22
157gDXyW16byCQOgK965BRznThe BeatlesPlease Please Me (Remastered)1963-03-22
166vuykQgDLUCiZ7YggIpLM9RadioheadA Moon Shaped Pool2016-05-08
1747xaqCsJcYFWqD1gwujl1TRadioheadTKOL RMX 12345672011-10-10
187eyQXxuf2nGj9d2367Gi5fRadioheadIn Rainbows2007-12-28
1936lJLPoPPOKNFddTAcirncRadioheadIn Rainbows Disk 22007
206Eo5EkmdLvZrONzi046iC2RadioheadCom Lag: 2+2=52004-03-24
211oW3v5Har9mvXnGk0x4fHmRadioheadHail To the Thief2003
226svTt5o2lUgIrgYDKVmdnDRadioheadI Might Be Wrong2001
236V9YnBmFjWmXCBaUVRCVXPRadioheadAmnesiac2001-03-12
2419RUXBFyM4PpmrLRdtqWbpRadioheadKid A2000-10-01
257dxKtc08dYeRVHt3p9CZJnRadioheadOK Computer1997-05-28
26500FEaUzn8lN9zWFyZG5C2RadioheadThe Bends1995-03-28
276400dnyeDyD2mIFHfkwHXNRadioheadPablo Honey1993-02-22
284g9Jfls8z2nbQxj5PiXkiyThe Rolling StonesBlue & Lonesome2016-12-02
294fhWcu56Bbh5wALuTouFVWThe Rolling StonesHavana Moon (Live)2016-11-11
...............
323CHu7qW160uqPZHW3TMZ1lThe Rolling StonesShine A Light2008-01-01
334FTHynKEtuP7eppERNfjyGThe Rolling StonesA Bigger Bang (2009 Re-Mastered)2005-09-05
3450UGtgNA5bq1c0BDjPfmbDThe Rolling StonesLive Licks2004-11-01
350ZGddnvcVzHVHfE3WW1tV5The Rolling StonesBridges To Babylon (Remastered)1997-09-29
364M8Q1L9PZq0xK5tLUpO3jdThe Rolling StonesStripped1995-01-13
3762ZT16LY1phGM0O8x5qW1zThe Rolling StonesVoodoo Lounge (Remastered 2009)1994-07-11
381W1UJulgICjFDyYIMUwRs7The Rolling StonesFlashpoint1991-04-02
3925mfHGJNQkluvIqedXHSx3The Rolling StonesSteel Wheels (2009 Re-Mastered)1989-08-29
401TpcI1LEFVhBvDPSTMPGFGThe Rolling StonesDirty Work1986-03-24
411WSfNoPDPzgyKFN6OSYWUxThe Rolling StonesDirty Work (Remastered 2009)1986-03-24
42064eFGemsrDcMvgRZ0gqtwThe Rolling StonesUndercover (2009 Re-Mastered)1983-11-07
430hxrNynMDh5QeyALlf1CdSThe Rolling StonesStill Life1982-06-01
441YvnuYGlblQ5vLnOhaZzpnThe Rolling StonesTattoo You (2009 Re-Mastered)1981-08-24
452wZgoXS06wSdu9C0ZJOvlcThe Rolling StonesEmotional Rescue (2009 Re-Mastered)1980-06-20
4654sqbAXxR1jFfyXb1WvrHKThe Rolling StonesSome Girls1978-06-09
476FjXxl9VLURGuubdXUn2J3The Rolling StonesSome Girls (Deluxe Version)1978-06-09
484jbWZmf7kRxCBD6tgVepYhSpice GirlsForever2000-11-06
493sr6lAuO3nmB1u8ZuQgpiXSpice GirlsSpiceworld1997-11-03
503x2jF7blR6bFHtk4MccsyJSpice GirlsSpice1996-11-04
513LXItxKnnJcEDc5QdTc00nThe BeatlesSgt. Pepper's Lonely Hearts Club Band (Deluxe ...1967-06-01
527Hk1X2BCADxuR9saTIKfOWThe Rolling StonesOn Air (Deluxe)2017-12-01
536iCIB08bkoitQOL5y2uEsMThe Rolling StonesSticky Fingers Live At The Fonda Theatre2017-09-29
5434d9ClCaKRoQ8pMeJ9GfvtThe Rolling StonesLadies & Gentlemen (Live)2017-06-07
550aWIIpfY32rT1i3yO9LROlThe Rolling StonesTotally Stripped (Live)2016-06-17
565D7RtaChuvF0Av1xXT3acuThe Rolling StonesTotally Stripped - Brixton (Live)2016-06-06
572b3y5k1DchDACjH5KMlgQvThe Rolling StonesTotally Stripped - Amsterdam (Live)2016-06-03
583wkyUMDuH56iNaSxKvukaxThe Rolling StonesTotally Stripped - Paris (Live)2016-05-20
596hB5kO3oV3tlnblCNSSA9ZMuddy WatersLive At The Checkerboard Lounge2012-07-09
603yNf6JVyEEqvM4OqKEmZSCMuddy WatersLive At The Checkerboard Lounge2012-07-09
612gCp8kyDcL93s4kVP4VMTCThe Rolling StonesSome Girls: Live In Texas '782011-11-21
\n", + "

62 rows × 4 columns

\n", + "
" + ], "text/plain": [ - "(306, 293, 41)" + " _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", + ".. ... ... \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", + "48 4jbWZmf7kRxCBD6tgVepYh Spice Girls \n", + "49 3sr6lAuO3nmB1u8ZuQgpiX Spice Girls \n", + "50 3x2jF7blR6bFHtk4MccsyJ Spice Girls \n", + "51 3LXItxKnnJcEDc5QdTc00n The Beatles \n", + "52 7Hk1X2BCADxuR9saTIKfOW The Rolling Stones \n", + "53 6iCIB08bkoitQOL5y2uEsM The Rolling Stones \n", + "54 34d9ClCaKRoQ8pMeJ9Gfvt The Rolling Stones \n", + "55 0aWIIpfY32rT1i3yO9LROl The Rolling Stones \n", + "56 5D7RtaChuvF0Av1xXT3acu The Rolling Stones \n", + "57 2b3y5k1DchDACjH5KMlgQv The Rolling Stones \n", + "58 3wkyUMDuH56iNaSxKvukax The Rolling Stones \n", + "59 6hB5kO3oV3tlnblCNSSA9Z Muddy Waters \n", + "60 3yNf6JVyEEqvM4OqKEmZSC Muddy Waters \n", + "61 2gCp8kyDcL93s4kVP4VMTC The Rolling Stones \n", + "\n", + " name release_date \n", + "0 Live At The Hollywood Bowl 2016-09-09 \n", + "1 1 (Remastered) 2000-11-13 \n", + "2 Let It Be (Remastered) 1970-05-08 \n", + "3 Abbey Road (Remastered) 1969-09-26 \n", + "4 Yellow Submarine (Remastered) 1969-01-17 \n", + "5 The Beatles (Remastered) 1968-11-22 \n", + "6 Magical Mystery Tour (Remastered) 1967-11-27 \n", + "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... 1967-06-01 \n", + "8 Revolver (Remastered) 1966-08-05 \n", + "9 Rubber Soul (Remastered) 1965-12-03 \n", + "10 Help! (Remastered) 1965-08-06 \n", + "11 Beatles For Sale (Remastered) 1964-12-04 \n", + "12 A Hard Day's Night (Remastered) 1964-07-10 \n", + "13 The King Of Limbs 2011-02-18 \n", + "14 With The Beatles (Remastered) 1963-11-22 \n", + "15 Please Please Me (Remastered) 1963-03-22 \n", + "16 A Moon Shaped Pool 2016-05-08 \n", + "17 TKOL RMX 1234567 2011-10-10 \n", + "18 In Rainbows 2007-12-28 \n", + "19 In Rainbows Disk 2 2007 \n", + "20 Com Lag: 2+2=5 2004-03-24 \n", + "21 Hail To the Thief 2003 \n", + "22 I Might Be Wrong 2001 \n", + "23 Amnesiac 2001-03-12 \n", + "24 Kid A 2000-10-01 \n", + "25 OK Computer 1997-05-28 \n", + "26 The Bends 1995-03-28 \n", + "27 Pablo Honey 1993-02-22 \n", + "28 Blue & Lonesome 2016-12-02 \n", + "29 Havana Moon (Live) 2016-11-11 \n", + ".. ... ... \n", + "32 Shine A Light 2008-01-01 \n", + "33 A Bigger Bang (2009 Re-Mastered) 2005-09-05 \n", + "34 Live Licks 2004-11-01 \n", + "35 Bridges To Babylon (Remastered) 1997-09-29 \n", + "36 Stripped 1995-01-13 \n", + "37 Voodoo Lounge (Remastered 2009) 1994-07-11 \n", + "38 Flashpoint 1991-04-02 \n", + "39 Steel Wheels (2009 Re-Mastered) 1989-08-29 \n", + "40 Dirty Work 1986-03-24 \n", + "41 Dirty Work (Remastered 2009) 1986-03-24 \n", + "42 Undercover (2009 Re-Mastered) 1983-11-07 \n", + "43 Still Life 1982-06-01 \n", + "44 Tattoo You (2009 Re-Mastered) 1981-08-24 \n", + "45 Emotional Rescue (2009 Re-Mastered) 1980-06-20 \n", + "46 Some Girls 1978-06-09 \n", + "47 Some Girls (Deluxe Version) 1978-06-09 \n", + "48 Forever 2000-11-06 \n", + "49 Spiceworld 1997-11-03 \n", + "50 Spice 1996-11-04 \n", + "51 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... 1967-06-01 \n", + "52 On Air (Deluxe) 2017-12-01 \n", + "53 Sticky Fingers Live At The Fonda Theatre 2017-09-29 \n", + "54 Ladies & Gentlemen (Live) 2017-06-07 \n", + "55 Totally Stripped (Live) 2016-06-17 \n", + "56 Totally Stripped - Brixton (Live) 2016-06-06 \n", + "57 Totally Stripped - Amsterdam (Live) 2016-06-03 \n", + "58 Totally Stripped - Paris (Live) 2016-05-20 \n", + "59 Live At The Checkerboard Lounge 2012-07-09 \n", + "60 Live At The Checkerboard Lounge 2012-07-09 \n", + "61 Some Girls: Live In Texas '78 2011-11-21 \n", + "\n", + "[62 rows x 4 columns]" ] }, - "execution_count": 79, + "execution_count": 87, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "in_both = set(g['ctitle'] for g in genius_tracks.find({}, ['ctitle']) if tracks.find({'ctitle': g['ctitle']}).count())\n", - "genius_only = set(g['ctitle'] for g in genius_tracks.find({}, ['ctitle']) if not tracks.find({'ctitle': g['ctitle']}).count())\n", - "spotify_only = set(s['ctitle'] for s in tracks.find({}, ['ctitle']) if not genius_tracks.find({'ctitle': s['ctitle']}).count())\n", - "len(in_both), len(genius_only), len(spotify_only)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Copy the lyrics over\n", - "Now can can connect the tracks, let's copy across the lyrics from the Genius collection into the Spotify collection. We'll calculate the lyrical density at the same time.\n", - "\n", - "* [Top](#top)" + "pd.DataFrame(list(albums.find({}, ['name', 'artist_name', 'release_date'])))" ] }, { "cell_type": "code", - "execution_count": 80, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "for t in tracks.find({}, ['ctitle', 'duration_ms']):\n", - " gts = genius_tracks.find({'ctitle': t['ctitle'], 'lyrics': {'$exists': True}}, ['lyrics', 'original_lyrics'])\n", - " for gt in gts:\n", - " tracks.update_one({'_id': t['_id']}, \n", - " {'$set': {'lyrics': gt['lyrics'], \n", - " 'original_lyrics': gt['original_lyrics'],\n", - " 'lyrical_density': 1000 * len(gt['lyrics'].split()) / t['duration_ms']}})" - ] - }, - { - "cell_type": "markdown", + "execution_count": 88, "metadata": {}, - "source": [ - "## Sentiment analysis\n", - "I couldn't find an easily-installable equivalent to the NRC corpus, so I'm using a sentiment analysis API endpoint from [Text Processing](http://text-processing.com/docs/sentiment.html).\n", - "\n", - "* [Top](#top)" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [], - "source": [ - "for t in tracks.find({'lyrics': {'$exists': True}}, ['lyrics']):\n", - " text = t['lyrics']\n", - " if text:\n", - " query = urllib.parse.urlencode({'text': text}).encode('ascii')\n", - " headers = {'Accept': 'application/json',\n", - " 'User-Agent': 'curl/7.9.8 (i686-pc-linux-gnu) libcurl 7.9.8 (OpenSSL 0.9.6b) (ipv6 enabled)'}\n", - " request = urllib.request.Request('http://text-processing.com/api/sentiment/', \n", - " headers=headers, data=query)\n", - " with urllib.request.urlopen(request) as f:\n", - " response = json.loads(f.read().decode('utf-8'))\n", - " tracks.update_one({'_id': t['_id']}, {'$set': {'sentiment': response}})" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": { - "collapsed": false - }, "outputs": [ { "data": { "text/plain": [ - "dict_keys(['sentiment', 'mode', 'instrumentalness', 'href', 'energy', 'album', 'track_href', 'popularity', 'disc_number', 'liveness', 'available_markets', 'name', 'track_number', 'loudness', 'danceability', 'lyrics', 'uri', 'speechiness', 'type', 'explicit', 'external_urls', 'external_ids', 'artist_id', 'id', 'analysis_url', 'album_id', 'valence', '_id', 'lyrical_density', 'acousticness', 'ctitle', 'duration_ms', 'preview_url', 'artists', 'tempo', 'time_signature', 'artist_name', 'key', 'original_lyrics'])" + "dict_keys(['genres', 'artist_id', '_id', 'copyrights', 'album_type', 'available_markets', 'release_date_precision', 'label', 'type', 'name', 'images', 'uri', 'href', 'id', 'release_date', 'artist_name', 'tracks', 'external_ids', 'artists', 'external_urls', 'popularity'])" ] }, - "execution_count": 82, + "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "tracks.find_one({'sentiment': {'$exists': True}}).keys()" + "albums.find_one().keys()" ] }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 89, "metadata": { - "collapsed": false + "scrolled": true }, "outputs": [ { "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
_idctitlename
05JT7CoUSGNk7mMNkHMQjqrlove me doLove Me Do - Mono / Remastered
12Q2Gu7Bv8iLenuygtBgDUwfrom me to youFrom Me To You - Mono / Remastered
22Fk411Ix3qnMG8t8Qa74ZXshe loves youShe Loves You - Mono / Remastered
34DRBaZ760gyk7LWnaJFqsJi want to hold your handI Want To Hold Your Hand - Remastered 2015
47pQAq14Z73YUFMtxCyt0bGcant buy me loveCan't Buy Me Love - Remastered 2015
50mNQUZEATk2uItMUtiLWK5a hard days nightA Hard Day's Night - Remastered 2015
60Gm34HBxrXlaAf1jdJMjx2i feel fineI Feel Fine - Remastered 2015
73nhJDVdUrm6DnDW4iBfpKzeight days a weekEight Days A Week - Remastered 2015
86pkjW5srxjzRSKKMrl7et8ticket to rideTicket To Ride - Remastered 2015
91dfuJYDSIc41cw5RPsaCF1helpHelp! - Remastered 2015
1063uskN0xLezVg4281wzeQnyesterdayYesterday - Remastered 2015
110vXGSlE4ft3n5JHZMHHSIjday tripperDay Tripper - Remastered 2015
120Lckblu9CJUXOeMV0XY3b9we can work it outWe Can Work It Out - Remastered 2015
134VFYrwy5mEuZeBywCplc2jpaperback writerPaperback Writer - Remastered 2015
14727YRTVI7pKH1uCnXnyZulyellow submarineYellow Submarine - Remastered 2015
150TRkjwb4uY3CHb5zhr9bBdeleanor rigbyEleanor Rigby - Remastered 2015
165Kw6fC8wyRgMYfBDtEklYMpenny lanePenny Lane - Remastered 2015
1756rXurvdpjoSIVggfd5ANSall you need is loveAll You Need Is Love - Remastered 2015
180wFW5NQJdNDJPcZyfYSExxhello goodbyeHello, Goodbye - Remastered 2015
193yf4uaeB2ibXSIPbfUYC2klady madonnaLady Madonna - Remastered 2015
203H7sv3Krffn15BufUuXzf3hey judeHey Jude - Remastered 2015
214ajbplh2IXiJkXjQiq5aqqget backGet Back - Remastered 2015
2269zeDbyVmHDSH4GKZD1fv5the ballad of john and yokoThe Ballad Of John And Yoko - Remastered 2015
236Y6UBWhifUnkJIO2mdy0S3somethingSomething - Remastered 2015
247iABnSNZciNepqGtjMQxxdcome togetherCome Together - Remastered 2015
2522QadBPe0QCuqraFVAr1m3let it beLet It Be - Remastered 2015
260Oroc0HXQaxs8ONgI7dLnwthe long and winding roadThe Long And Winding Road - Remastered 2015
\n", + "
" + ], "text/plain": [ - "{'_id': '2ucFulEWapRAmTn7l6f5Q7',\n", - " 'acousticness': 0.425,\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/03Qh833fEdVT30Pfs93ea6'},\n", - " 'href': 'https://api.spotify.com/v1/albums/03Qh833fEdVT30Pfs93ea6',\n", - " 'id': '03Qh833fEdVT30Pfs93ea6',\n", - " 'images': [{'height': 640,\n", - " 'url': 'https://i.scdn.co/image/d6028aea974c75961cb9cdc2263f5d8a8a6582bd',\n", - " 'width': 640},\n", - " {'height': 300,\n", - " 'url': 'https://i.scdn.co/image/adebae7bf6a4a441bc6a5a17ca840f77df6ed3b9',\n", - " 'width': 300},\n", - " {'height': 64,\n", - " 'url': 'https://i.scdn.co/image/3b0ddfadf13b9f3e74da93fcb21e4183a4d9fcc8',\n", - " 'width': 64}],\n", - " 'name': 'The Beatles (Remastered)',\n", - " 'type': 'album',\n", - " 'uri': 'spotify:album:03Qh833fEdVT30Pfs93ea6'},\n", - " 'album_id': '03Qh833fEdVT30Pfs93ea6',\n", - " 'analysis_url': 'https://api.spotify.com/v1/audio-analysis/2ucFulEWapRAmTn7l6f5Q7',\n", - " 'artist_id': '3WrFJ7ztbogyGnTHbHJFl2',\n", - " 'artist_name': 'The Beatles',\n", - " '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", - " 'ctitle': 'wild honey pie',\n", - " 'danceability': 0.792,\n", - " 'disc_number': 1,\n", - " 'duration_ms': 52973,\n", - " 'energy': 0.763,\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", - " 'lyrical_density': 0.16989787250108546,\n", - " 'lyrics': 'honey pie honey pie i love you, honey pie',\n", - " 'mode': 1,\n", - " 'name': 'Wild Honey Pie - Remastered 2009',\n", - " 'original_lyrics': '\\n\\nHoney Pie\\nHoney Pie\\nI love you, Honey Pie\\n\\n',\n", - " 'popularity': 41,\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}" + " _id ctitle \\\n", + "0 5JT7CoUSGNk7mMNkHMQjqr love me do \n", + "1 2Q2Gu7Bv8iLenuygtBgDUw from me to you \n", + "2 2Fk411Ix3qnMG8t8Qa74ZX she loves you \n", + "3 4DRBaZ760gyk7LWnaJFqsJ i want to hold your hand \n", + "4 7pQAq14Z73YUFMtxCyt0bG cant buy me love \n", + "5 0mNQUZEATk2uItMUtiLWK5 a hard days night \n", + "6 0Gm34HBxrXlaAf1jdJMjx2 i feel fine \n", + "7 3nhJDVdUrm6DnDW4iBfpKz eight days a week \n", + "8 6pkjW5srxjzRSKKMrl7et8 ticket to ride \n", + "9 1dfuJYDSIc41cw5RPsaCF1 help \n", + "10 63uskN0xLezVg4281wzeQn yesterday \n", + "11 0vXGSlE4ft3n5JHZMHHSIj day tripper \n", + "12 0Lckblu9CJUXOeMV0XY3b9 we can work it out \n", + "13 4VFYrwy5mEuZeBywCplc2j paperback writer \n", + "14 727YRTVI7pKH1uCnXnyZul yellow submarine \n", + "15 0TRkjwb4uY3CHb5zhr9bBd eleanor rigby \n", + "16 5Kw6fC8wyRgMYfBDtEklYM penny lane \n", + "17 56rXurvdpjoSIVggfd5ANS all you need is love \n", + "18 0wFW5NQJdNDJPcZyfYSExx hello goodbye \n", + "19 3yf4uaeB2ibXSIPbfUYC2k lady madonna \n", + "20 3H7sv3Krffn15BufUuXzf3 hey jude \n", + "21 4ajbplh2IXiJkXjQiq5aqq get back \n", + "22 69zeDbyVmHDSH4GKZD1fv5 the ballad of john and yoko \n", + "23 6Y6UBWhifUnkJIO2mdy0S3 something \n", + "24 7iABnSNZciNepqGtjMQxxd come together \n", + "25 22QadBPe0QCuqraFVAr1m3 let it be \n", + "26 0Oroc0HXQaxs8ONgI7dLnw the long and winding road \n", + "\n", + " name \n", + "0 Love Me Do - Mono / Remastered \n", + "1 From Me To You - Mono / Remastered \n", + "2 She Loves You - Mono / Remastered \n", + "3 I Want To Hold Your Hand - Remastered 2015 \n", + "4 Can't Buy Me Love - Remastered 2015 \n", + "5 A Hard Day's Night - Remastered 2015 \n", + "6 I Feel Fine - Remastered 2015 \n", + "7 Eight Days A Week - Remastered 2015 \n", + "8 Ticket To Ride - Remastered 2015 \n", + "9 Help! - Remastered 2015 \n", + "10 Yesterday - Remastered 2015 \n", + "11 Day Tripper - Remastered 2015 \n", + "12 We Can Work It Out - Remastered 2015 \n", + "13 Paperback Writer - Remastered 2015 \n", + "14 Yellow Submarine - Remastered 2015 \n", + "15 Eleanor Rigby - Remastered 2015 \n", + "16 Penny Lane - Remastered 2015 \n", + "17 All You Need Is Love - Remastered 2015 \n", + "18 Hello, Goodbye - Remastered 2015 \n", + "19 Lady Madonna - Remastered 2015 \n", + "20 Hey Jude - Remastered 2015 \n", + "21 Get Back - Remastered 2015 \n", + "22 The Ballad Of John And Yoko - Remastered 2015 \n", + "23 Something - Remastered 2015 \n", + "24 Come Together - Remastered 2015 \n", + "25 Let It Be - Remastered 2015 \n", + "26 The Long And Winding Road - Remastered 2015 " ] }, - "execution_count": 83, + "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "tracks.find_one({'sentiment': {'$exists': True}})" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Analysis\n", - "Finally, we can get to the analysis of the data!\n", - "\n", - "First, what are the lowest-valence songs, and what's the distribution of valences?\n", - "\n", - "* [Top](#top)" + "pd.DataFrame(list(tracks.find({'album_id': '5ju5Ouzan3QwXqQt1Tihbh'}, ['name', 'ctitle'])))" ] }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 90, "metadata": { - "collapsed": false + "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
_idartist_namenamevalencectitlet_namett_albtt_name
01AVrv7FD10FoKW38oBiKRgRadioheadBloom (Blawan Rmx)0.0325love me doLove Me Do - Mono / RemasteredPlease Please Me (Remastered)Love Me Do - Remastered 2009
14rkGGQEqxHIXVJ4oXjOHgFGeorge MartinSea Of Holes - Remastered 20090.0352she loves youShe Loves You - Mono / RemasteredLive At The Hollywood BowlShe Loves You - Live / Remastered
201ZpFhrMMqKPVCwyqXneVpRadioheadTrue Love Waits0.0378i want to hold your handI Want To Hold Your Hand - Remastered 2015Live At The Hollywood BowlI Want To Hold Your Hand - Live / Bonus Track
353RYTfkLiyZuUZHwJC3WmmRadioheadWe Suck Young Blood0.0378cant buy me loveCan't Buy Me Love - Remastered 2015Live At The Hollywood BowlCan't Buy Me Love - Live / Remastered
40ttMfoND7IQqFSMVOPkELCThe BeatlesBlue Jay Way - Remastered 20090.0380cant buy me loveCan't Buy Me Love - Remastered 2015A Hard Day's Night (Remastered)Can't Buy Me Love - Remastered
566Pyms4pYaHEcPHZ7DdMbERadioheadTKOL (Altrice Rmx)0.0383a hard days nightA Hard Day's Night - Remastered 2015Live At The Hollywood BowlA Hard Day's Night - Live / Remastered
63gKuywOm38axM8sJGq6LaqRadioheadMK 10.0391a hard days nightA Hard Day's Night - Remastered 2015A Hard Day's Night (Remastered)A Hard Day's Night - Remastered
775YUnz58ajMo2VIIuUFvOVRadioheadThe Tourist0.0400eight days a weekEight Days A Week - Remastered 2015Beatles For Sale (Remastered)Eight Days A Week - Remastered
80tKuiKb2mazZYdA6fPP7kIRadioheadGood Evening Mrs Magpie (Modeselektor RMX)0.0413ticket to rideTicket To Ride - Remastered 2015Live At The Hollywood BowlTicket To Ride - Live / Remastered
92PbwmAMaxIBIWis8XLViatGeorge MartinSea Of Monsters - Remastered 20090.0422ticket to rideTicket To Ride - Remastered 2015Help! (Remastered)Ticket To Ride - Remastered
100COiZ7ncho2yi4HotbzgPvRadioheadMotion Picture Soundtrack0.0425helpHelp! - Remastered 2015Live At The Hollywood BowlHelp! - Live / Remastered
112uYSbsxAMmK1awUl06T7ixRadioheadMK 20.0437helpHelp! - Remastered 2015Help! (Remastered)Help! - Remastered
124gq2bc2770XvbJdEtfUbmwRadioheadGo Slowly0.0453yesterdayYesterday - Remastered 2015Help! (Remastered)Yesterday - Remastered
135olWalQH1oVza5D6xJg4oXRadioheadSail To The Moon0.0458yellow submarineYellow Submarine - Remastered 2015Yellow Submarine (Remastered)Yellow Submarine - Remastered
1449JPfRfsAfjWYRN6lbC3myGeorge MartinPepperland Laid Waste - Remastered 20090.0459yellow submarineYellow Submarine - Remastered 2015Revolver (Remastered)Yellow Submarine - Remastered
153uxhyRdWVXp7GQvERQl6fARadioheadVideotape0.0468eleanor rigbyEleanor Rigby - Remastered 2015Revolver (Remastered)Eleanor Rigby - Remastered
1629yXMFKIrY1fFY4DYBVZCuRadioheadLife In a Glasshouse0.0516penny lanePenny Lane - Remastered 2015Magical Mystery Tour (Remastered)Penny Lane - Remastered 2009
173cual6JOG286qZJmCxKRATRadioheadTinker Tailor Soldier Sailor Rich Man Poor Man...0.0517penny lanePenny Lane - Remastered 2015Sgt. Pepper's Lonely Hearts Club Band (Deluxe ...Penny Lane - Take 6 / Instrumental
186f6pEjgfTtuRROmJ4a7Gf3RadioheadThe Numbers0.0545penny lanePenny Lane - Remastered 2015Sgt. Pepper's Lonely Hearts Club Band (Deluxe ...Penny Lane - Stereo Mix 2017
190agoaPIy92gPZ6zRhqXarEThe BeatlesTomorrow Never Knows - Remastered 20090.0556all you need is loveAll You Need Is Love - Remastered 2015Yellow Submarine (Remastered)All You Need Is Love - Remastered
20all you need is loveAll You Need Is Love - Remastered 2015Magical Mystery Tour (Remastered)All You Need Is Love - Remastered 2009
21hello goodbyeHello, Goodbye - Remastered 2015Magical Mystery Tour (Remastered)Hello, Goodbye - Remastered 2009
22get backGet Back - Remastered 2015Let It Be (Remastered)Get Back - Remastered
23somethingSomething - Remastered 2015Abbey Road (Remastered)Something - Remastered
24come togetherCome Together - Remastered 2015Abbey Road (Remastered)Come Together - Remastered
25let it beLet It Be - Remastered 2015Let It Be (Remastered)Let It Be - Remastered
26the long and winding roadThe Long And Winding Road - Remastered 2015Let It Be (Remastered)The Long And Winding Road - Remastered
\n", + "
" + ], + "text/plain": [ + " ctitle t_name \\\n", + "0 love me do Love Me Do - Mono / Remastered \n", + "1 she loves you She Loves You - Mono / Remastered \n", + "2 i want to hold your hand I Want To Hold Your Hand - Remastered 2015 \n", + "3 cant buy me love Can't Buy Me Love - Remastered 2015 \n", + "4 cant buy me love Can't Buy Me Love - Remastered 2015 \n", + "5 a hard days night A Hard Day's Night - Remastered 2015 \n", + "6 a hard days night A Hard Day's Night - Remastered 2015 \n", + "7 eight days a week Eight Days A Week - Remastered 2015 \n", + "8 ticket to ride Ticket To Ride - Remastered 2015 \n", + "9 ticket to ride Ticket To Ride - Remastered 2015 \n", + "10 help Help! - Remastered 2015 \n", + "11 help Help! - Remastered 2015 \n", + "12 yesterday Yesterday - Remastered 2015 \n", + "13 yellow submarine Yellow Submarine - Remastered 2015 \n", + "14 yellow submarine Yellow Submarine - Remastered 2015 \n", + "15 eleanor rigby Eleanor Rigby - Remastered 2015 \n", + "16 penny lane Penny Lane - Remastered 2015 \n", + "17 penny lane Penny Lane - Remastered 2015 \n", + "18 penny lane Penny Lane - Remastered 2015 \n", + "19 all you need is love All You Need Is Love - Remastered 2015 \n", + "20 all you need is love All You Need Is Love - Remastered 2015 \n", + "21 hello goodbye Hello, Goodbye - Remastered 2015 \n", + "22 get back Get Back - Remastered 2015 \n", + "23 something Something - Remastered 2015 \n", + "24 come together Come Together - Remastered 2015 \n", + "25 let it be Let It Be - Remastered 2015 \n", + "26 the long and winding road The Long And Winding Road - Remastered 2015 \n", + "\n", + " tt_alb \\\n", + "0 Please Please Me (Remastered) \n", + "1 Live At The Hollywood Bowl \n", + "2 Live At The Hollywood Bowl \n", + "3 Live At The Hollywood Bowl \n", + "4 A Hard Day's Night (Remastered) \n", + "5 Live At The Hollywood Bowl \n", + "6 A Hard Day's Night (Remastered) \n", + "7 Beatles For Sale (Remastered) \n", + "8 Live At The Hollywood Bowl \n", + "9 Help! (Remastered) \n", + "10 Live At The Hollywood Bowl \n", + "11 Help! (Remastered) \n", + "12 Help! (Remastered) \n", + "13 Yellow Submarine (Remastered) \n", + "14 Revolver (Remastered) \n", + "15 Revolver (Remastered) \n", + "16 Magical Mystery Tour (Remastered) \n", + "17 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "18 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "19 Yellow Submarine (Remastered) \n", + "20 Magical Mystery Tour (Remastered) \n", + "21 Magical Mystery Tour (Remastered) \n", + "22 Let It Be (Remastered) \n", + "23 Abbey Road (Remastered) \n", + "24 Abbey Road (Remastered) \n", + "25 Let It Be (Remastered) \n", + "26 Let It Be (Remastered) \n", + "\n", + " tt_name \n", + "0 Love Me Do - Remastered 2009 \n", + "1 She Loves You - Live / Remastered \n", + "2 I Want To Hold Your Hand - Live / Bonus Track \n", + "3 Can't Buy Me Love - Live / Remastered \n", + "4 Can't Buy Me Love - Remastered \n", + "5 A Hard Day's Night - Live / Remastered \n", + "6 A Hard Day's Night - Remastered \n", + "7 Eight Days A Week - Remastered \n", + "8 Ticket To Ride - Live / Remastered \n", + "9 Ticket To Ride - Remastered \n", + "10 Help! - Live / Remastered \n", + "11 Help! - Remastered \n", + "12 Yesterday - Remastered \n", + "13 Yellow Submarine - Remastered \n", + "14 Yellow Submarine - Remastered \n", + "15 Eleanor Rigby - Remastered \n", + "16 Penny Lane - Remastered 2009 \n", + "17 Penny Lane - Take 6 / Instrumental \n", + "18 Penny Lane - Stereo Mix 2017 \n", + "19 All You Need Is Love - Remastered \n", + "20 All You Need Is Love - Remastered 2009 \n", + "21 Hello, Goodbye - Remastered 2009 \n", + "22 Get Back - Remastered \n", + "23 Something - Remastered \n", + "24 Come Together - Remastered \n", + "25 Let It Be - Remastered \n", + "26 The Long And Winding Road - Remastered " + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.DataFrame(list({'ctitle': t['ctitle'], 't_name': t['name'],\n", + " 'tt_name': tt['name'], 'tt_alb': tt['album']['name']}\n", + " for t in tracks.find({'album_id': '5ju5Ouzan3QwXqQt1Tihbh'}, ['name', 'ctitle'])\n", + " for tt in tracks.find({'ctitle': t['ctitle']}, ['name', 'ctitle', 'album.name', 'album_id'])\n", + " if tt['album_id'] != '5ju5Ouzan3QwXqQt1Tihbh'))" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
ctitlet_name
0from me to youFrom Me To You - Mono / Remastered
1i feel fineI Feel Fine - Remastered 2015
2day tripperDay Tripper - Remastered 2015
3we can work it outWe Can Work It Out - Remastered 2015
4paperback writerPaperback Writer - Remastered 2015
5lady madonnaLady Madonna - Remastered 2015
6hey judeHey Jude - Remastered 2015
7the ballad of john and yokoThe Ballad Of John And Yoko - Remastered 2015
\n", "
" ], "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", - "\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 " + " ctitle t_name\n", + "0 from me to you From Me To You - Mono / Remastered\n", + "1 i feel fine I Feel Fine - Remastered 2015\n", + "2 day tripper Day Tripper - Remastered 2015\n", + "3 we can work it out We Can Work It Out - Remastered 2015\n", + "4 paperback writer Paperback Writer - Remastered 2015\n", + "5 lady madonna Lady Madonna - Remastered 2015\n", + "6 hey jude Hey Jude - Remastered 2015\n", + "7 the ballad of john and yoko The Ballad Of John And Yoko - Remastered 2015" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.DataFrame(list({'ctitle': t['ctitle'], 't_name': t['name']}\n", + " for t in tracks.find({'album_id': '5ju5Ouzan3QwXqQt1Tihbh'}, ['name', 'ctitle'])\n", + " if len(list(tracks.find({'ctitle': t['ctitle'],\n", + " 'album_id': {'$ne': '5ju5Ouzan3QwXqQt1Tihbh' }}))) == 0))" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'_id': '3H7sv3Krffn15BufUuXzf3',\n", + " 'album': {'name': '1 (Remastered)'},\n", + " 'ctitle': 'hey jude'}]" ] }, - "execution_count": 84, + "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "pd.DataFrame(list(tracks.find({}, \n", - " ['artist_name', 'name', 'valence'], \n", - " sort=[('valence', pymongo.ASCENDING)], limit=20)))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Just the Beatles songs." + "[t for t in tracks.find({}, ['album.name', 'ctitle']) if 'jude' in t['ctitle']]" ] }, { "cell_type": "code", - "execution_count": 85, - "metadata": { - "collapsed": false - }, + "execution_count": 93, + "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
_idartist_namectitlenamevalence
1130ttMfoND7IQqFSMVOPkELCThe BeatlesBlue Jay Way - Remastered 20090.038004edArG2VehvJdwOZfYOxtKtwist and shoutTwist And Shout - Live / Remastered
1470agoaPIy92gPZ6zRhqXarEThe BeatlesTomorrow Never Knows - Remastered 20090.05561150EAeMGWJRubuH8zyx7h8shes a womanShe's A Woman - Live / Remastered
1096ZrPbHp9kRmQj1tGLvna8UThe BeatlesRevolution 9 - Remastered 20090.096321fVeHYkyMxrjbjRAD9uWsZdizzy miss lizzyDizzy Miss Lizzy - Live / Remastered
10427YZJHyTTDIurMqDu1v2efThe BeatlesLong, Long, Long - Remastered 20090.135030GRplBEB2FWCKutwMmS6nYticket to rideTicket To Ride - Live / Remastered
02ucFulEWapRAmTn7l6f5Q7The BeatlesWild Honey Pie - Remastered 20090.153041eVymk74iroqhsZxm0Vy3gcant buy me loveCan't Buy Me Love - Live / Remastered
664cLoL5KPfE1hAwfsO84FX7The BeatlesBecause - Remastered 20090.162052p5a9gu6NECVSvBtGSU1vmthings we said todayThings We Said Today - Live / Remastered
1333ZFBeIyP41HhnALjxWy1pRThe BeatlesA Day In The Life - Remastered 20090.162061HyLh5cctOnP186CBi8bhmroll over beethovenRoll Over Beethoven - Live / Remastered
447iABnSNZciNepqGtjMQxxdThe BeatlesCome Together - Remastered 20150.178077fZEWm7TAL2oZDyiYrrgnkboysBoys - Live / Remastered
590MKqeOVdZcUFGJvWpGCKbGThe BeatlesCome Together - Remastered 20090.1790821nhooOxso7CCoHPE73w4La hard days nightA Hard Day's Night - Live / Remastered
1102tf8ljpWPmXNIFgRVhEuJgThe BeatlesGood Night - Remastered 20090.192091alcPfZWUHh01l4Fnoo5JthelpHelp! - Live / Remastered
1024gUDXSQysdnTaRpbWtYlKall my lovingAll My Loving - Live / Remastered
112VmFFbXSJzYxzEJSAeI0lMshe loves youShe Loves You - Live / Remastered
126b8lhQ86u5MddlmXulslpDlong tall sallyLong Tall Sally - Live / Remastered
131oKfZ5MTCSrv07hsHqJ0JSyou cant do thatYou Can't Do That - Live / Bonus Track
1404gBqA2mubcTgFqL9Domlji want to hold your handI Want To Hold Your Hand - Live / Bonus Track
1579QDgDoBbS7pCrOjIH7ByAeverybodys trying to be my babyEverybody’s Trying To Be My Baby - Live / Bonu...
161yV2I5c6efVSqSiuv9H2ADbabys in blackBaby's In Black - Live / Bonus Track
\n", "
" ], "text/plain": [ - " _id artist_name \\\n", - "113 0ttMfoND7IQqFSMVOPkELC The Beatles \n", - "147 0agoaPIy92gPZ6zRhqXarE The Beatles \n", - "109 6ZrPbHp9kRmQj1tGLvna8U The Beatles \n", - "104 27YZJHyTTDIurMqDu1v2ef The Beatles \n", - "0 2ucFulEWapRAmTn7l6f5Q7 The Beatles \n", - "66 4cLoL5KPfE1hAwfsO84FX7 The Beatles \n", - "133 3ZFBeIyP41HhnALjxWy1pR The Beatles \n", - "44 7iABnSNZciNepqGtjMQxxd The Beatles \n", - "59 0MKqeOVdZcUFGJvWpGCKbG The Beatles \n", - "110 2tf8ljpWPmXNIFgRVhEuJg The Beatles \n", - "\n", - " name valence \n", - "113 Blue Jay Way - Remastered 2009 0.0380 \n", - "147 Tomorrow Never Knows - Remastered 2009 0.0556 \n", - "109 Revolution 9 - Remastered 2009 0.0963 \n", - "104 Long, Long, Long - Remastered 2009 0.1350 \n", - "0 Wild Honey Pie - Remastered 2009 0.1530 \n", - "66 Because - Remastered 2009 0.1620 \n", - "133 A Day In The Life - Remastered 2009 0.1620 \n", - "44 Come Together - Remastered 2015 0.1780 \n", - "59 Come Together - Remastered 2009 0.1790 \n", - "110 Good Night - Remastered 2009 0.1920 " - ] - }, - "execution_count": 85, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "beatles_df = pd.DataFrame(list(tracks.find({'artist_id': beatles_id}, \n", - " ['artist_name', 'name', 'valence'])))\n", - "beatles_df.sort_values('valence').head(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "And plot the valences.." - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" + " _id ctitle \\\n", + "0 4edArG2VehvJdwOZfYOxtK twist and shout \n", + "1 150EAeMGWJRubuH8zyx7h8 shes a woman \n", + "2 1fVeHYkyMxrjbjRAD9uWsZ dizzy miss lizzy \n", + "3 0GRplBEB2FWCKutwMmS6nY ticket to ride \n", + "4 1eVymk74iroqhsZxm0Vy3g cant buy me love \n", + "5 2p5a9gu6NECVSvBtGSU1vm things we said today \n", + "6 1HyLh5cctOnP186CBi8bhm roll over beethoven \n", + "7 7fZEWm7TAL2oZDyiYrrgnk boys \n", + "8 21nhooOxso7CCoHPE73w4L a hard days night \n", + "9 1alcPfZWUHh01l4Fnoo5Jt help \n", + "10 24gUDXSQysdnTaRpbWtYlK all my loving \n", + "11 2VmFFbXSJzYxzEJSAeI0lM she loves you \n", + "12 6b8lhQ86u5MddlmXulslpD long tall sally \n", + "13 1oKfZ5MTCSrv07hsHqJ0JS you cant do that \n", + "14 04gBqA2mubcTgFqL9Domlj i want to hold your hand \n", + "15 79QDgDoBbS7pCrOjIH7ByA everybodys trying to be my baby \n", + "16 1yV2I5c6efVSqSiuv9H2AD babys in black \n", + "\n", + " name \n", + "0 Twist And Shout - Live / Remastered \n", + "1 She's A Woman - Live / Remastered \n", + "2 Dizzy Miss Lizzy - Live / Remastered \n", + "3 Ticket To Ride - Live / Remastered \n", + "4 Can't Buy Me Love - Live / Remastered \n", + "5 Things We Said Today - Live / Remastered \n", + "6 Roll Over Beethoven - Live / Remastered \n", + "7 Boys - Live / Remastered \n", + "8 A Hard Day's Night - Live / Remastered \n", + "9 Help! - Live / Remastered \n", + "10 All My Loving - Live / Remastered \n", + "11 She Loves You - Live / Remastered \n", + "12 Long Tall Sally - Live / Remastered \n", + "13 You Can't Do That - Live / Bonus Track \n", + "14 I Want To Hold Your Hand - Live / Bonus Track \n", + "15 Everybody’s Trying To Be My Baby - Live / Bonu... \n", + "16 Baby's In Black - Live / Bonus Track " ] }, - "execution_count": 86, + "execution_count": 93, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "beatles_df['valence'].hist()" + "pd.DataFrame(list(tracks.find({'album_id': '5XfJmldgWzrc1AIdbBaVZn'}, ['name', 'ctitle'])))" ] }, { "cell_type": "code", - "execution_count": 88, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 88, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "radiohead_df['valence'].hist()" - ] - }, - { - "cell_type": "markdown", + "execution_count": 94, "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": 89, - "metadata": { - "collapsed": false - }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 89, + "execution_count": 94, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDgAFQlMHgAKhqQNAgdDUAaBA/h+JY+4p63w4GAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "beatles_df['valence'].hist(alpha=0.5, color='blue')\n", - "radiohead_df['valence'].hist(alpha=0.5, color='red')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Sentiment\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)" + "tracks.update_many({'album_id': '5XfJmldgWzrc1AIdbBaVZn'}, {'$set': {'ignore': True}})" ] }, { "cell_type": "code", - "execution_count": 90, - "metadata": { - "collapsed": false, - "scrolled": true - }, + "execution_count": 95, + "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", " \n", " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
_idartist_namectitleignorenamenegneutralposvalence
883VgxeWOGdUYvtX1j8C9VyVThe BeatlesI'm So Tired - Remastered 20090.8924890.1463020.1075110.630004edArG2VehvJdwOZfYOxtKtwist and shoutTrueTwist And Shout - Live / Remastered
1150EAeMGWJRubuH8zyx7h8shes a womanTrueShe's A Woman - Live / Remastered
21fVeHYkyMxrjbjRAD9uWsZdizzy miss lizzyTrueDizzy Miss Lizzy - Live / Remastered
30GRplBEB2FWCKutwMmS6nYticket to rideTrueTicket To Ride - Live / Remastered
41eVymk74iroqhsZxm0Vy3gcant buy me loveTrueCan't Buy Me Love - Live / Remastered
52p5a9gu6NECVSvBtGSU1vmthings we said todayTrueThings We Said Today - Live / Remastered
61HyLh5cctOnP186CBi8bhmroll over beethovenTrueRoll Over Beethoven - Live / Remastered
77fZEWm7TAL2oZDyiYrrgnkboysTrueBoys - Live / Remastered
626gLmFcRwyQCQT23Df2Re9GThe BeatlesI Want You (She's So Heavy) - Remastered 20090.8826420.0918190.1173580.4160821nhooOxso7CCoHPE73w4La hard days nightTrueA Hard Day's Night - Live / Remastered
1076ZrPbHp9kRmQj1tGLvna8UThe BeatlesRevolution 9 - Remastered 20090.8732850.1723220.1267150.096391alcPfZWUHh01l4Fnoo5JthelpTrueHelp! - Live / Remastered
1863EbGioQyKyf4dycuiPOg3kThe BeatlesEverybody's Trying To Be My Baby - Remastered ...0.8669850.9143320.1330150.93701024gUDXSQysdnTaRpbWtYlKall my lovingTrueAll My Loving - Live / Remastered
1679QDgDoBbS7pCrOjIH7ByAThe BeatlesEverybody’s Trying To Be My Baby - Live / Bonu...0.8669850.9143320.1330150.6390112VmFFbXSJzYxzEJSAeI0lMshe loves youTrueShe Loves You - Live / Remastered
534311wT21Et0q3vepFwXjTuThe BeatlesOne After 909 - Remastered 20090.8657370.1584700.1342630.9040126b8lhQ86u5MddlmXulslpDlong tall sallyTrueLong Tall Sally - Live / Remastered
1483QbhVaulXxTyuAxHY3Pa5NThe BeatlesYou Won't See Me - Remastered 20090.8645850.2472260.1354150.4620131oKfZ5MTCSrv07hsHqJ0JSyou cant do thatTrueYou Can't Do That - Live / Bonus Track
1953Aqo28W4LLAolYpN3duVJlThe BeatlesI'll Cry Instead - Remastered 20090.8637720.1605160.1362280.96101404gBqA2mubcTgFqL9Domlji want to hold your handTrueI Want To Hold Your Hand - Live / Bonus Track
923OSi8ehmSWLTD5KatlzX8rThe BeatlesDon't Pass Me By - Remastered 20090.8578310.1206760.1421690.94801579QDgDoBbS7pCrOjIH7ByAeverybodys trying to be my babyTrueEverybody’s Trying To Be My Baby - Live / Bonu...
1343wAOX1N5M0ta3QNsokmhJVThe BeatlesI'm Only Sleeping - Remastered 20090.8576510.2698000.1423490.7000161yV2I5c6efVSqSiuv9H2ADbabys in blackTrueBaby's In Black - Live / Bonus Track
\n", "
" ], "text/plain": [ - " _id artist_name \\\n", - "88 3VgxeWOGdUYvtX1j8C9VyV The Beatles \n", - "62 6gLmFcRwyQCQT23Df2Re9G The Beatles \n", - "107 6ZrPbHp9kRmQj1tGLvna8U The Beatles \n", - "186 3EbGioQyKyf4dycuiPOg3k The Beatles \n", - "16 79QDgDoBbS7pCrOjIH7ByA The Beatles \n", - "53 4311wT21Et0q3vepFwXjTu The Beatles \n", - "148 3QbhVaulXxTyuAxHY3Pa5N The Beatles \n", - "195 3Aqo28W4LLAolYpN3duVJl The Beatles \n", - "92 3OSi8ehmSWLTD5KatlzX8r The Beatles \n", - "134 3wAOX1N5M0ta3QNsokmhJV The Beatles \n", - "\n", - " name neg neutral \\\n", - "88 I'm So Tired - Remastered 2009 0.892489 0.146302 \n", - "62 I Want You (She's So Heavy) - Remastered 2009 0.882642 0.091819 \n", - "107 Revolution 9 - Remastered 2009 0.873285 0.172322 \n", - "186 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.914332 \n", - "16 Everybody’s Trying To Be My Baby - Live / Bonu... 0.866985 0.914332 \n", - "53 One After 909 - Remastered 2009 0.865737 0.158470 \n", - "148 You Won't See Me - Remastered 2009 0.864585 0.247226 \n", - "195 I'll Cry Instead - Remastered 2009 0.863772 0.160516 \n", - "92 Don't Pass Me By - Remastered 2009 0.857831 0.120676 \n", - "134 I'm Only Sleeping - Remastered 2009 0.857651 0.269800 \n", - "\n", - " pos valence \n", - "88 0.107511 0.6300 \n", - "62 0.117358 0.4160 \n", - "107 0.126715 0.0963 \n", - "186 0.133015 0.9370 \n", - "16 0.133015 0.6390 \n", - "53 0.134263 0.9040 \n", - "148 0.135415 0.4620 \n", - "195 0.136228 0.9610 \n", - "92 0.142169 0.9480 \n", - "134 0.142349 0.7000 " + " _id ctitle ignore \\\n", + "0 4edArG2VehvJdwOZfYOxtK twist and shout True \n", + "1 150EAeMGWJRubuH8zyx7h8 shes a woman True \n", + "2 1fVeHYkyMxrjbjRAD9uWsZ dizzy miss lizzy True \n", + "3 0GRplBEB2FWCKutwMmS6nY ticket to ride True \n", + "4 1eVymk74iroqhsZxm0Vy3g cant buy me love True \n", + "5 2p5a9gu6NECVSvBtGSU1vm things we said today True \n", + "6 1HyLh5cctOnP186CBi8bhm roll over beethoven True \n", + "7 7fZEWm7TAL2oZDyiYrrgnk boys True \n", + "8 21nhooOxso7CCoHPE73w4L a hard days night True \n", + "9 1alcPfZWUHh01l4Fnoo5Jt help True \n", + "10 24gUDXSQysdnTaRpbWtYlK all my loving True \n", + "11 2VmFFbXSJzYxzEJSAeI0lM she loves you True \n", + "12 6b8lhQ86u5MddlmXulslpD long tall sally True \n", + "13 1oKfZ5MTCSrv07hsHqJ0JS you cant do that True \n", + "14 04gBqA2mubcTgFqL9Domlj i want to hold your hand True \n", + "15 79QDgDoBbS7pCrOjIH7ByA everybodys trying to be my baby True \n", + "16 1yV2I5c6efVSqSiuv9H2AD babys in black True \n", + "\n", + " name \n", + "0 Twist And Shout - Live / Remastered \n", + "1 She's A Woman - Live / Remastered \n", + "2 Dizzy Miss Lizzy - Live / Remastered \n", + "3 Ticket To Ride - Live / Remastered \n", + "4 Can't Buy Me Love - Live / Remastered \n", + "5 Things We Said Today - Live / Remastered \n", + "6 Roll Over Beethoven - Live / Remastered \n", + "7 Boys - Live / Remastered \n", + "8 A Hard Day's Night - Live / Remastered \n", + "9 Help! - Live / Remastered \n", + "10 All My Loving - Live / Remastered \n", + "11 She Loves You - Live / Remastered \n", + "12 Long Tall Sally - Live / Remastered \n", + "13 You Can't Do That - Live / Bonus Track \n", + "14 I Want To Hold Your Hand - Live / Bonus Track \n", + "15 Everybody’s Trying To Be My Baby - Live / Bonu... \n", + "16 Baby's In Black - Live / Bonus Track " ] }, - "execution_count": 90, + "execution_count": 95, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "pipeline = [\n", - " {'$match': {'lyrics': {'$exists': True}, 'sentiment': {'$exists': True}, 'valence': {'$exists': True},\n", - " 'artist_id': beatles_id}},\n", - " {'$project': {'artist_name': '$artist_name',\n", - " 'name': '$name',\n", - " 'valence': '$valence',\n", - " 'neg': '$sentiment.probability.neg',\n", - " 'neutral': '$sentiment.probability.neutral',\n", - " 'pos': '$sentiment.probability.pos'}}\n", - "]\n", - "beatles_df = pd.DataFrame(list(tracks.aggregate(pipeline)))\n", - "beatles_df.sort_values('neg', ascending=False).head(10)" + "pd.DataFrame(list(tracks.find({'album_id': '5XfJmldgWzrc1AIdbBaVZn'}, ['name', 'ctitle', 'ignore'])))" ] }, { "cell_type": "code", - "execution_count": 91, - "metadata": { - "collapsed": false, - "scrolled": true - }, + "execution_count": 96, + "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
_idartist_namenamenegneutralposvalencectitlet_namett_albtt_name
10111qDTSr3Dj4TkPnBcIOqEJRadioheadVegetable0.8832910.1703710.1167090.399
4938WL6GlG9NHFiQS6JxV84rRadioheadMyxomatosis0.8649210.2613550.1350790.560
972zYmvi3w2T8a9Ckrv21bvWRadioheadStop Whispering0.8559820.1886000.1440180.279
341w8QCSDH4QobcQeT4uMKLmRadiohead4 Minute Warning0.8548200.5165740.1451800.2190twist and shoutTwist And Shout - Live / RemasteredPlease Please Me (Remastered)Twist And Shout - Remastered 2009
833aDUSpF3LexOr1lFKvPV2hRadioheadThe Bends0.8542440.5338230.1457560.3151dizzy miss lizzyDizzy Miss Lizzy - Live / RemasteredHelp! (Remastered)Dizzy Miss Lizzy - Remastered
10348IEDejXX5LH8TAC3VIGpcRadioheadI Can't0.8497300.2653750.1502700.2692ticket to rideTicket To Ride - Live / Remastered1 (Remastered)Ticket To Ride - Remastered 2015
753SVAN3BRByDmHOhKyIDxfCRadioheadKarma Police0.8461290.1004380.1538710.3113ticket to rideTicket To Ride - Live / RemasteredHelp! (Remastered)Ticket To Ride - Remastered
894dPKQxaraW6CG1rTBzV6DWRadioheadMy Iron Lung0.8450800.1908630.1549200.6434cant buy me loveCan't Buy Me Love - Live / Remastered1 (Remastered)Can't Buy Me Love - Remastered 2015
245SdmtFbNOD7Qej6jFCHkOMRadioheadFaust Arp0.8385320.1677780.1614680.2245cant buy me loveCan't Buy Me Love - Live / RemasteredA Hard Day's Night (Remastered)Can't Buy Me Love - Remastered
4677SPrxY5gn6VPrKPGrfLnMRadioheadThere, There0.8355410.1359510.1644590.726
\n", - "
" - ], - "text/plain": [ - " _id artist_name name neg neutral \\\n", - "101 11qDTSr3Dj4TkPnBcIOqEJ Radiohead Vegetable 0.883291 0.170371 \n", - "49 38WL6GlG9NHFiQS6JxV84r Radiohead Myxomatosis 0.864921 0.261355 \n", - "97 2zYmvi3w2T8a9Ckrv21bvW Radiohead Stop Whispering 0.855982 0.188600 \n", - "34 1w8QCSDH4QobcQeT4uMKLm Radiohead 4 Minute Warning 0.854820 0.516574 \n", - "83 3aDUSpF3LexOr1lFKvPV2h Radiohead The Bends 0.854244 0.533823 \n", - "103 48IEDejXX5LH8TAC3VIGpc Radiohead I Can't 0.849730 0.265375 \n", - "75 3SVAN3BRByDmHOhKyIDxfC Radiohead Karma Police 0.846129 0.100438 \n", - "89 4dPKQxaraW6CG1rTBzV6DW Radiohead My Iron Lung 0.845080 0.190863 \n", - "24 5SdmtFbNOD7Qej6jFCHkOM Radiohead Faust Arp 0.838532 0.167778 \n", - "46 77SPrxY5gn6VPrKPGrfLnM Radiohead There, There 0.835541 0.135951 \n", - "\n", - " pos valence \n", - "101 0.116709 0.399 \n", - "49 0.135079 0.560 \n", - "97 0.144018 0.279 \n", - "34 0.145180 0.219 \n", - "83 0.145756 0.315 \n", - "103 0.150270 0.269 \n", - "75 0.153871 0.311 \n", - "89 0.154920 0.643 \n", - "24 0.161468 0.224 \n", - "46 0.164459 0.726 " - ] - }, - "execution_count": 91, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pipeline = [\n", - " {'$match': {'lyrics': {'$exists': True}, 'sentiment': {'$exists': True}, 'valence': {'$exists': True},\n", - " 'artist_id': radiohead_id}},\n", - " {'$project': {'artist_name': '$artist_name',\n", - " 'name': '$name',\n", - " 'valence': '$valence',\n", - " 'neg': '$sentiment.probability.neg',\n", - " 'neutral': '$sentiment.probability.neutral',\n", - " 'pos': '$sentiment.probability.pos'}}\n", - "]\n", - "radiohead_df = pd.DataFrame(list(tracks.aggregate(pipeline)))\n", - "radiohead_df.sort_values('neg', ascending=False).head(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the valence/negativity scatter plot, using blue for The Beatles and red for Radiohead.\n", - "\n", - "If valence and negativity are correlated, I'd expect to see a trend from high negativity/low valence to low negativity/high valence." - ] - }, - { - "cell_type": "code", - "execution_count": 92, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEPCAYAAABY9lNGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCsIwDMNwYgrCMAzDcGIKwjAMw3Dy/wGKI3fieg/ipgAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(beatles_df['valence'], beatles_df['neg'], color='blue')\n", - "plt.scatter(radiohead_df['valence'], radiohead_df['neg'], color='red')\n", - "plt.xlabel('Valence')\n", - "plt.ylabel('Sentiment negativity')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Neutrality, I think, is to do with the confidence in the classification." - ] - }, - { - "cell_type": "code", - "execution_count": 93, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEPCAYAAABY9lNGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(beatles_df['neutral'], beatles_df['neg'], color='blue')\n", - "plt.scatter(radiohead_df['neutral'], radiohead_df['neg'], color='red')\n", - "plt.xlabel('Sentiment neutrality')\n", - "plt.ylabel('Sentiment negativity')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This plot shows that most songs have a low neutrality, so express a clear sentiment in the lyrics. Let's plot the distribution of \"neutral\" scores to highlight this." - ] - }, - { - "cell_type": "code", - "execution_count": 95, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 95, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEACAYAAACwB81wAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nA0BFMPABoCIY+ABQEf8PYDmDh24027cAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "beatles_df['neutral'].hist(alpha=0.5, color='blue')\n", - "radiohead_df['neutral'].hist(alpha=0.5, color='red')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Gloom index\n", - "Let's recreate the \"gloom index\" idea from the original post and see what it tells us. Bear in mind that I'm using the sentiment negativity score, not the fraction of \"sad\" words.\n", - "\n", - "* [Top](#top)" - ] - }, - { - "cell_type": "code", - "execution_count": 97, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
_idartist_namegloomlyrical_densitynamenegvalence6things we said todayThings We Said Today - Live / RemasteredA Hard Day's Night (Remastered)Things We Said Today - Remastered
27966cuLvkHsW7dNkfNk6gQP9Radiohead1.5052621.991725A Wolf At the Door0.7933630.36307roll over beethovenRoll Over Beethoven - Live / RemasteredWith The Beatles (Remastered)Roll Over Beethoven - Remastered
50GRplBEB2FWCKutwMmS6nYThe Beatles1.4750371.853118Ticket To Ride - Live / Remastered0.8254390.40508roll over beethovenRoll Over Beethoven - Live / RemasteredOn Air (Deluxe)Roll Over Beethoven - Saturday Club / 1963
2525SdmtFbNOD7Qej6jFCHkOMRadiohead1.3989201.411166Faust Arp0.8385320.22409boysBoys - Live / RemasteredPlease Please Me (Remastered)Boys - Remastered 2009
893VgxeWOGdUYvtX1j8C9VyVThe Beatles1.3936971.708599I'm So Tired - Remastered 20090.8924890.630010a hard days nightA Hard Day's Night - Live / Remastered1 (Remastered)A Hard Day's Night - Remastered 2015
1086ZrPbHp9kRmQj1tGLvna8UThe Beatles1.2703270.874479Revolution 9 - Remastered 20090.8732850.096311a hard days nightA Hard Day's Night - Live / RemasteredA Hard Day's Night (Remastered)A Hard Day's Night - Remastered
745H9q6ctIlamkqukdTrNt3kThe Beatles1.2615392.616693Her Majesty - Remastered 20090.5566080.490012helpHelp! - Live / Remastered1 (Remastered)Help! - Remastered 2015
3113aDUSpF3LexOr1lFKvPV2hRadiohead1.2397681.100731The Bends0.8542440.315013helpHelp! - Live / RemasteredHelp! (Remastered)Help! - Remastered
240mNQUZEATk2uItMUtiLWK5The Beatles1.2136451.615224A Hard Day's Night - Remastered 20150.8333090.752014all my lovingAll My Loving - Live / RemasteredWith The Beatles (Remastered)All My Loving - Remastered
1120ttMfoND7IQqFSMVOPkELCThe Beatles1.2121480.799772Blue Jay Way - Remastered 20090.8124900.038015she loves youShe Loves You - Live / Remastered1 (Remastered)She Loves You - Mono / Remastered
1615ou2BiQ9FxIYkxsYvYHpATThe Beatles1.2103781.648037Help! - Remastered 20090.8239150.761016you cant do thatYou Can't Do That - Live / Bonus TrackA Hard Day's Night (Remastered)You Can't Do That - Remastered
17i want to hold your handI Want To Hold Your Hand - Live / Bonus Track1 (Remastered)I Want To Hold Your Hand - Remastered 2015
18everybodys trying to be my babyEverybody’s Trying To Be My Baby - Live / Bonu...Beatles For Sale (Remastered)Everybody's Trying To Be My Baby - Remastered
19babys in blackBaby's In Black - Live / Bonus TrackBeatles For Sale (Remastered)Baby's In Black - Remastered
\n", "
" ], "text/plain": [ - " _id artist_name gloom lyrical_density \\\n", - "279 66cuLvkHsW7dNkfNk6gQP9 Radiohead 1.505262 1.991725 \n", - "5 0GRplBEB2FWCKutwMmS6nY The Beatles 1.475037 1.853118 \n", - "252 5SdmtFbNOD7Qej6jFCHkOM Radiohead 1.398920 1.411166 \n", - "89 3VgxeWOGdUYvtX1j8C9VyV The Beatles 1.393697 1.708599 \n", - "108 6ZrPbHp9kRmQj1tGLvna8U The Beatles 1.270327 0.874479 \n", - "74 5H9q6ctIlamkqukdTrNt3k The Beatles 1.261539 2.616693 \n", - "311 3aDUSpF3LexOr1lFKvPV2h Radiohead 1.239768 1.100731 \n", - "24 0mNQUZEATk2uItMUtiLWK5 The Beatles 1.213645 1.615224 \n", - "112 0ttMfoND7IQqFSMVOPkELC The Beatles 1.212148 0.799772 \n", - "161 5ou2BiQ9FxIYkxsYvYHpAT The Beatles 1.210378 1.648037 \n", - "\n", - " name neg valence \n", - "279 A Wolf At the Door 0.793363 0.3630 \n", - "5 Ticket To Ride - Live / Remastered 0.825439 0.4050 \n", - "252 Faust Arp 0.838532 0.2240 \n", - "89 I'm So Tired - Remastered 2009 0.892489 0.6300 \n", - "108 Revolution 9 - Remastered 2009 0.873285 0.0963 \n", - "74 Her Majesty - Remastered 2009 0.556608 0.4900 \n", - "311 The Bends 0.854244 0.3150 \n", - "24 A Hard Day's Night - Remastered 2015 0.833309 0.7520 \n", - "112 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n", - "161 Help! - Remastered 2009 0.823915 0.7610 " + " ctitle \\\n", + "0 twist and shout \n", + "1 dizzy miss lizzy \n", + "2 ticket to ride \n", + "3 ticket to ride \n", + "4 cant buy me love \n", + "5 cant buy me love \n", + "6 things we said today \n", + "7 roll over beethoven \n", + "8 roll over beethoven \n", + "9 boys \n", + "10 a hard days night \n", + "11 a hard days night \n", + "12 help \n", + "13 help \n", + "14 all my loving \n", + "15 she loves you \n", + "16 you cant do that \n", + "17 i want to hold your hand \n", + "18 everybodys trying to be my baby \n", + "19 babys in black \n", + "\n", + " t_name \\\n", + "0 Twist And Shout - Live / Remastered \n", + "1 Dizzy Miss Lizzy - Live / Remastered \n", + "2 Ticket To Ride - Live / Remastered \n", + "3 Ticket To Ride - Live / Remastered \n", + "4 Can't Buy Me Love - Live / Remastered \n", + "5 Can't Buy Me Love - Live / Remastered \n", + "6 Things We Said Today - Live / Remastered \n", + "7 Roll Over Beethoven - Live / Remastered \n", + "8 Roll Over Beethoven - Live / Remastered \n", + "9 Boys - Live / Remastered \n", + "10 A Hard Day's Night - Live / Remastered \n", + "11 A Hard Day's Night - Live / Remastered \n", + "12 Help! - Live / Remastered \n", + "13 Help! - Live / Remastered \n", + "14 All My Loving - Live / Remastered \n", + "15 She Loves You - Live / Remastered \n", + "16 You Can't Do That - Live / Bonus Track \n", + "17 I Want To Hold Your Hand - Live / Bonus Track \n", + "18 Everybody’s Trying To Be My Baby - Live / Bonu... \n", + "19 Baby's In Black - Live / Bonus Track \n", + "\n", + " tt_alb \\\n", + "0 Please Please Me (Remastered) \n", + "1 Help! (Remastered) \n", + "2 1 (Remastered) \n", + "3 Help! (Remastered) \n", + "4 1 (Remastered) \n", + "5 A Hard Day's Night (Remastered) \n", + "6 A Hard Day's Night (Remastered) \n", + "7 With The Beatles (Remastered) \n", + "8 On Air (Deluxe) \n", + "9 Please Please Me (Remastered) \n", + "10 1 (Remastered) \n", + "11 A Hard Day's Night (Remastered) \n", + "12 1 (Remastered) \n", + "13 Help! (Remastered) \n", + "14 With The Beatles (Remastered) \n", + "15 1 (Remastered) \n", + "16 A Hard Day's Night (Remastered) \n", + "17 1 (Remastered) \n", + "18 Beatles For Sale (Remastered) \n", + "19 Beatles For Sale (Remastered) \n", + "\n", + " tt_name \n", + "0 Twist And Shout - Remastered 2009 \n", + "1 Dizzy Miss Lizzy - Remastered \n", + "2 Ticket To Ride - Remastered 2015 \n", + "3 Ticket To Ride - Remastered \n", + "4 Can't Buy Me Love - Remastered 2015 \n", + "5 Can't Buy Me Love - Remastered \n", + "6 Things We Said Today - Remastered \n", + "7 Roll Over Beethoven - Remastered \n", + "8 Roll Over Beethoven - Saturday Club / 1963 \n", + "9 Boys - Remastered 2009 \n", + "10 A Hard Day's Night - Remastered 2015 \n", + "11 A Hard Day's Night - Remastered \n", + "12 Help! - Remastered 2015 \n", + "13 Help! - Remastered \n", + "14 All My Loving - Remastered \n", + "15 She Loves You - Mono / Remastered \n", + "16 You Can't Do That - Remastered \n", + "17 I Want To Hold Your Hand - Remastered 2015 \n", + "18 Everybody's Trying To Be My Baby - Remastered \n", + "19 Baby's In Black - Remastered " ] }, - "execution_count": 97, + "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "pipeline = [\n", - " {'$match': {'lyrics': {'$exists': True}, 'sentiment': {'$exists': True}, 'valence': {'$exists': True}}},\n", - " {'$project': {'artist_name': '$artist_name',\n", - " 'name': '$name',\n", - " 'valence': '$valence',\n", - " 'neg': '$sentiment.probability.neg',\n", - " 'lyrical_density': '$lyrical_density',\n", - " 'gloom': {'$divide': [{'$add': [{'$subtract': [1, '$valence']},\n", - " {'$multiply': ['$sentiment.probability.neg', \n", - " {'$add': ['$lyrical_density', 1]}]}]}, \n", - " 2]}}}]\n", - "results = pd.DataFrame(list(tracks.aggregate(pipeline)))\n", - "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." + "pd.DataFrame(list({'ctitle': t['ctitle'], 't_name': t['name'],\n", + " 'tt_name': tt['name'], 'tt_alb': tt['album']['name']}\n", + " for t in tracks.find({'album_id': '5XfJmldgWzrc1AIdbBaVZn'}, ['name', 'ctitle'])\n", + " for tt in tracks.find({'ctitle': t['ctitle'], \n", + " 'album_id': {'$ne': '5XfJmldgWzrc1AIdbBaVZn'}}, \n", + " ['name', 'ctitle', 'album.name', 'album_id'])))" ] }, { "cell_type": "code", - "execution_count": 471, - "metadata": { - "collapsed": false - }, + "execution_count": 97, + "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", "
_idartist_namegloomlyrical_densitynamenegvalencectitlet_name
6166cuLvkHsW7dNkfNk6gQP9Radiohead1.5052621.991725A Wolf At the Door0.7933630.3630
435SdmtFbNOD7Qej6jFCHkOMRadiohead1.3989201.411166Faust Arp0.8385320.2240
93aDUSpF3LexOr1lFKvPV2hRadiohead1.2397681.100731The Bends0.8542440.3150
340eZN5WsQfmNFICHuw59ZfzRadiohead1.1509020.705463Glass Eyes0.8001950.0629
203ovbSnT5NNhl1gzMcw1NRZRadiohead1.1421151.151468Thinking About You0.7916600.4190
11045sp2JToyTaaKyXkGejPyRadiohead1.0908130.581341Fake Plastic Trees0.8275420.1270
244D6ZExVvYLZxhcAvifX5pxRadiohead1.0740470.749795Prove Yourself0.8150060.2780
134SE81CrzH0qPA8KHqM9SyzRadiohead1.0649140.856048Just0.8091540.3720
44aOAzvRdOsZSwZIgwcdeL0Radiohead1.0638680.524102Let Down0.8258870.13100shes a womanShe's A Woman - Live / Remastered
2311qDTSr3Dj4TkPnBcIOqEJRadiohead1.0561870.711071Vegetable0.8832910.39901long tall sallyLong Tall Sally - Live / Remastered
\n", "
" ], "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", - "\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 " + " ctitle t_name\n", + "0 shes a woman She's A Woman - Live / Remastered\n", + "1 long tall sally Long Tall Sally - Live / Remastered" ] }, - "execution_count": 471, + "execution_count": 97, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "pipeline = [\n", - " {'$match': {'lyrics': {'$exists': True}, 'sentiment': {'$exists': True}, 'valence': {'$exists': True},\n", - " 'artist_id': radiohead_id}},\n", - " {'$project': {'artist_name': '$artist_name',\n", - " 'name': '$name',\n", - " 'valence': '$valence',\n", - " 'neg': '$sentiment.probability.neg',\n", - " 'lyrical_density': '$lyrical_density',\n", - " 'gloom': {'$divide': [{'$add': [{'$subtract': [1, '$valence']},\n", - " {'$multiply': ['$sentiment.probability.neg', \n", - " {'$add': ['$lyrical_density', 1]}]}]}, \n", - " 2]}}}]\n", - "results = pd.DataFrame(list(tracks.aggregate(pipeline)))\n", - "results.sort_values('gloom', ascending=False).head(10)" + "pd.DataFrame(list({'ctitle': t['ctitle'], 't_name': t['name']}\n", + " for t in tracks.find({'album_id': '5XfJmldgWzrc1AIdbBaVZn'}, ['name', 'ctitle'])\n", + " if len(list(tracks.find({'ctitle': t['ctitle'],\n", + " 'album_id': {'$ne': '5XfJmldgWzrc1AIdbBaVZn' }}))) == 0))" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 98, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['artists', 'id', 'images', 'href', 'album_type', 'available_markets', 'uri', 'type', 'name', 'external_urls'])" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "These, in theory, are the most depressing Radiohead songs. For information, the [fitteR happieR songs](http://rcharlie.com/2017-02-16-fitteR-happieR/) were:\n", - "\n", - " | gloom_index| track_name\n", - "--|------------|--------------------------|\n", - "1 | 1.00 | True Love Waits\n", - "2 | 6.46 | Give Up The Ghost\n", - "3 | 9.35 | Motion Picture Soundtrack\n", - "4 | 13.70 | Let Down\n", - "5 | 14.15 | Pyramid Song\n", - "6 | 14.57 | Exit Music (For a Film)\n", - "7 | 15.29 | Dollars & Cents\n", - "8 | 15.69 | High And Dry\n", - "9 | 15.80 | Tinker Tailor Soldier ...\n", - "10| 16.03 | Videotape\n", - "\n", - "...which has only one song in common, \"Let Down\". I'm not convinced by this analysis.\n", - "\n", - "What does the same analysis say for The Beatles?" + "tracks.find_one()['album'].keys()" ] }, { "cell_type": "code", - "execution_count": 98, - "metadata": { - "collapsed": false - }, + "execution_count": 99, + "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
_idartist_namegloomlyrical_densitynamenegvalencectitlet_namett_albtt_name
05JT7CoUSGNk7mMNkHMQjqrlove me doLove Me Do - Mono / RemasteredPlease Please Me (Remastered)Love Me Do - Remastered 2009
17pQAq14Z73YUFMtxCyt0bGcant buy me loveCan't Buy Me Love - Remastered 2015A Hard Day's Night (Remastered)Can't Buy Me Love - Remastered
20mNQUZEATk2uItMUtiLWK5a hard days nightA Hard Day's Night - Remastered 2015A Hard Day's Night (Remastered)A Hard Day's Night - Remastered
33nhJDVdUrm6DnDW4iBfpKzeight days a weekEight Days A Week - Remastered 2015Beatles For Sale (Remastered)Eight Days A Week - Remastered
40GRplBEB2FWCKutwMmS6nYThe Beatles1.4750371.853118Ticket To Ride - Live / Remastered0.8254390.40506pkjW5srxjzRSKKMrl7et8ticket to rideTicket To Ride - Remastered 2015Help! (Remastered)Ticket To Ride - Remastered
883VgxeWOGdUYvtX1j8C9VyVThe Beatles1.3936971.708599I'm So Tired - Remastered 20090.8924890.630051dfuJYDSIc41cw5RPsaCF1helpHelp! - Remastered 2015Help! (Remastered)Help! - Remastered
1076ZrPbHp9kRmQj1tGLvna8UThe Beatles1.2703270.874479Revolution 9 - Remastered 20090.8732850.0963663uskN0xLezVg4281wzeQnyesterdayYesterday - Remastered 2015Help! (Remastered)Yesterday - Remastered
735H9q6ctIlamkqukdTrNt3kThe Beatles1.2615392.616693Her Majesty - Remastered 20090.5566080.49007727YRTVI7pKH1uCnXnyZulyellow submarineYellow Submarine - Remastered 2015Yellow Submarine (Remastered)Yellow Submarine - Remastered
230mNQUZEATk2uItMUtiLWK5The Beatles1.2136451.615224A Hard Day's Night - Remastered 20150.8333090.75208727YRTVI7pKH1uCnXnyZulyellow submarineYellow Submarine - Remastered 2015Revolver (Remastered)Yellow Submarine - Remastered
1110ttMfoND7IQqFSMVOPkELCThe Beatles1.2121480.799772Blue Jay Way - Remastered 20090.8124900.038090TRkjwb4uY3CHb5zhr9bBdeleanor rigbyEleanor Rigby - Remastered 2015Revolver (Remastered)Eleanor Rigby - Remastered
105Kw6fC8wyRgMYfBDtEklYMpenny lanePenny Lane - Remastered 2015Magical Mystery Tour (Remastered)Penny Lane - Remastered 2009
115Kw6fC8wyRgMYfBDtEklYMpenny lanePenny Lane - Remastered 2015Sgt. Pepper's Lonely Hearts Club Band (Deluxe ...Penny Lane - Take 6 / Instrumental
125Kw6fC8wyRgMYfBDtEklYMpenny lanePenny Lane - Remastered 2015Sgt. Pepper's Lonely Hearts Club Band (Deluxe ...Penny Lane - Stereo Mix 2017
1356rXurvdpjoSIVggfd5ANSall you need is loveAll You Need Is Love - Remastered 2015Yellow Submarine (Remastered)All You Need Is Love - Remastered
1456rXurvdpjoSIVggfd5ANSall you need is loveAll You Need Is Love - Remastered 2015Magical Mystery Tour (Remastered)All You Need Is Love - Remastered 2009
150wFW5NQJdNDJPcZyfYSExxhello goodbyeHello, Goodbye - Remastered 2015Magical Mystery Tour (Remastered)Hello, Goodbye - Remastered 2009
164ajbplh2IXiJkXjQiq5aqqget backGet Back - Remastered 2015Let It Be (Remastered)Get Back - Remastered
1605ou2BiQ9FxIYkxsYvYHpATThe Beatles1.2103781.648037Help! - Remastered 20090.8239150.7610176Y6UBWhifUnkJIO2mdy0S3somethingSomething - Remastered 2015Abbey Road (Remastered)Something - Remastered
101alcPfZWUHh01l4Fnoo5JtThe Beatles1.2034161.332561Help! - Live / Remastered0.8239150.5150187iABnSNZciNepqGtjMQxxdcome togetherCome Together - Remastered 2015Abbey Road (Remastered)Come Together - Remastered
2202Iccm3cKBQHWt5yk0yX9nhThe Beatles1.2001581.530785Please Please Me - Remastered 20090.8330680.70801922QadBPe0QCuqraFVAr1m3let it beLet It Be - Remastered 2015Let It Be (Remastered)Let It Be - Remastered
271dfuJYDSIc41cw5RPsaCF1The Beatles1.1874381.651824Help! - Remastered 20150.8239150.8100200Oroc0HXQaxs8ONgI7dLnwthe long and winding roadThe Long And Winding Road - Remastered 2015Let It Be (Remastered)The Long And Winding Road - Remastered
\n", "
" ], "text/plain": [ - " _id artist_name gloom lyrical_density \\\n", - "4 0GRplBEB2FWCKutwMmS6nY The Beatles 1.475037 1.853118 \n", - "88 3VgxeWOGdUYvtX1j8C9VyV The Beatles 1.393697 1.708599 \n", - "107 6ZrPbHp9kRmQj1tGLvna8U The Beatles 1.270327 0.874479 \n", - "73 5H9q6ctIlamkqukdTrNt3k The Beatles 1.261539 2.616693 \n", - "23 0mNQUZEATk2uItMUtiLWK5 The Beatles 1.213645 1.615224 \n", - "111 0ttMfoND7IQqFSMVOPkELC The Beatles 1.212148 0.799772 \n", - "160 5ou2BiQ9FxIYkxsYvYHpAT The Beatles 1.210378 1.648037 \n", - "10 1alcPfZWUHh01l4Fnoo5Jt The Beatles 1.203416 1.332561 \n", - "220 2Iccm3cKBQHWt5yk0yX9nh The Beatles 1.200158 1.530785 \n", - "27 1dfuJYDSIc41cw5RPsaCF1 The Beatles 1.187438 1.651824 \n", - "\n", - " name neg valence \n", - "4 Ticket To Ride - Live / Remastered 0.825439 0.4050 \n", - "88 I'm So Tired - Remastered 2009 0.892489 0.6300 \n", - "107 Revolution 9 - Remastered 2009 0.873285 0.0963 \n", - "73 Her Majesty - Remastered 2009 0.556608 0.4900 \n", - "23 A Hard Day's Night - Remastered 2015 0.833309 0.7520 \n", - "111 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n", - "160 Help! - Remastered 2009 0.823915 0.7610 \n", - "10 Help! - Live / Remastered 0.823915 0.5150 \n", - "220 Please Please Me - Remastered 2009 0.833068 0.7080 \n", - "27 Help! - Remastered 2015 0.823915 0.8100 " + " _id ctitle \\\n", + "0 5JT7CoUSGNk7mMNkHMQjqr love me do \n", + "1 7pQAq14Z73YUFMtxCyt0bG cant buy me love \n", + "2 0mNQUZEATk2uItMUtiLWK5 a hard days night \n", + "3 3nhJDVdUrm6DnDW4iBfpKz eight days a week \n", + "4 6pkjW5srxjzRSKKMrl7et8 ticket to ride \n", + "5 1dfuJYDSIc41cw5RPsaCF1 help \n", + "6 63uskN0xLezVg4281wzeQn yesterday \n", + "7 727YRTVI7pKH1uCnXnyZul yellow submarine \n", + "8 727YRTVI7pKH1uCnXnyZul yellow submarine \n", + "9 0TRkjwb4uY3CHb5zhr9bBd eleanor rigby \n", + "10 5Kw6fC8wyRgMYfBDtEklYM penny lane \n", + "11 5Kw6fC8wyRgMYfBDtEklYM penny lane \n", + "12 5Kw6fC8wyRgMYfBDtEklYM penny lane \n", + "13 56rXurvdpjoSIVggfd5ANS all you need is love \n", + "14 56rXurvdpjoSIVggfd5ANS all you need is love \n", + "15 0wFW5NQJdNDJPcZyfYSExx hello goodbye \n", + "16 4ajbplh2IXiJkXjQiq5aqq get back \n", + "17 6Y6UBWhifUnkJIO2mdy0S3 something \n", + "18 7iABnSNZciNepqGtjMQxxd come together \n", + "19 22QadBPe0QCuqraFVAr1m3 let it be \n", + "20 0Oroc0HXQaxs8ONgI7dLnw the long and winding road \n", + "\n", + " t_name \\\n", + "0 Love Me Do - Mono / Remastered \n", + "1 Can't Buy Me Love - Remastered 2015 \n", + "2 A Hard Day's Night - Remastered 2015 \n", + "3 Eight Days A Week - Remastered 2015 \n", + "4 Ticket To Ride - Remastered 2015 \n", + "5 Help! - Remastered 2015 \n", + "6 Yesterday - Remastered 2015 \n", + "7 Yellow Submarine - Remastered 2015 \n", + "8 Yellow Submarine - Remastered 2015 \n", + "9 Eleanor Rigby - Remastered 2015 \n", + "10 Penny Lane - Remastered 2015 \n", + "11 Penny Lane - Remastered 2015 \n", + "12 Penny Lane - Remastered 2015 \n", + "13 All You Need Is Love - Remastered 2015 \n", + "14 All You Need Is Love - Remastered 2015 \n", + "15 Hello, Goodbye - Remastered 2015 \n", + "16 Get Back - Remastered 2015 \n", + "17 Something - Remastered 2015 \n", + "18 Come Together - Remastered 2015 \n", + "19 Let It Be - Remastered 2015 \n", + "20 The Long And Winding Road - Remastered 2015 \n", + "\n", + " tt_alb \\\n", + "0 Please Please Me (Remastered) \n", + "1 A Hard Day's Night (Remastered) \n", + "2 A Hard Day's Night (Remastered) \n", + "3 Beatles For Sale (Remastered) \n", + "4 Help! (Remastered) \n", + "5 Help! (Remastered) \n", + "6 Help! (Remastered) \n", + "7 Yellow Submarine (Remastered) \n", + "8 Revolver (Remastered) \n", + "9 Revolver (Remastered) \n", + "10 Magical Mystery Tour (Remastered) \n", + "11 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "12 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "13 Yellow Submarine (Remastered) \n", + "14 Magical Mystery Tour (Remastered) \n", + "15 Magical Mystery Tour (Remastered) \n", + "16 Let It Be (Remastered) \n", + "17 Abbey Road (Remastered) \n", + "18 Abbey Road (Remastered) \n", + "19 Let It Be (Remastered) \n", + "20 Let It Be (Remastered) \n", + "\n", + " tt_name \n", + "0 Love Me Do - Remastered 2009 \n", + "1 Can't Buy Me Love - Remastered \n", + "2 A Hard Day's Night - Remastered \n", + "3 Eight Days A Week - Remastered \n", + "4 Ticket To Ride - Remastered \n", + "5 Help! - Remastered \n", + "6 Yesterday - Remastered \n", + "7 Yellow Submarine - Remastered \n", + "8 Yellow Submarine - Remastered \n", + "9 Eleanor Rigby - Remastered \n", + "10 Penny Lane - Remastered 2009 \n", + "11 Penny Lane - Take 6 / Instrumental \n", + "12 Penny Lane - Stereo Mix 2017 \n", + "13 All You Need Is Love - Remastered \n", + "14 All You Need Is Love - Remastered 2009 \n", + "15 Hello, Goodbye - Remastered 2009 \n", + "16 Get Back - Remastered \n", + "17 Something - Remastered \n", + "18 Come Together - Remastered \n", + "19 Let It Be - Remastered \n", + "20 The Long And Winding Road - Remastered " ] }, - "execution_count": 98, + "execution_count": 99, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "pipeline = [\n", - " {'$match': {'lyrics': {'$exists': True}, 'sentiment': {'$exists': True}, 'valence': {'$exists': True},\n", - " 'artist_id': beatles_id}},\n", - " {'$project': {'artist_name': '$artist_name',\n", - " 'name': '$name',\n", - " 'valence': '$valence',\n", - " 'neg': '$sentiment.probability.neg',\n", - " 'lyrical_density': '$lyrical_density',\n", - " 'gloom': {'$divide': [{'$add': [{'$subtract': [1, '$valence']},\n", - " {'$multiply': ['$sentiment.probability.neg', \n", - " {'$add': ['$lyrical_density', 1]}]}]}, \n", - " 2]}}}]\n", - "results = pd.DataFrame(list(tracks.aggregate(pipeline)))\n", - "results.sort_values('gloom', ascending=False).head(10)" + "pd.DataFrame(list({'_id': t['_id'], 'ctitle': t['ctitle'], 't_name': t['name'],\n", + " 'tt_name': tt['name'], 'tt_alb': tt['album']['name']}\n", + " for t in tracks.find({'album_id': '5ju5Ouzan3QwXqQt1Tihbh'}, ['name', 'ctitle'])\n", + " for tt in tracks.find({'ctitle': t['ctitle'], \n", + " 'album_id': {'$ne': '5ju5Ouzan3QwXqQt1Tihbh'},\n", + " 'ignore': {'$exists': False}}, \n", + " ['name', 'ctitle', 'album.name', 'album_id'])))" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['5JT7CoUSGNk7mMNkHMQjqr',\n", + " '7pQAq14Z73YUFMtxCyt0bG',\n", + " '0mNQUZEATk2uItMUtiLWK5',\n", + " '3nhJDVdUrm6DnDW4iBfpKz',\n", + " '6pkjW5srxjzRSKKMrl7et8',\n", + " '1dfuJYDSIc41cw5RPsaCF1',\n", + " '63uskN0xLezVg4281wzeQn',\n", + " '727YRTVI7pKH1uCnXnyZul',\n", + " '727YRTVI7pKH1uCnXnyZul',\n", + " '0TRkjwb4uY3CHb5zhr9bBd',\n", + " '5Kw6fC8wyRgMYfBDtEklYM',\n", + " '5Kw6fC8wyRgMYfBDtEklYM',\n", + " '5Kw6fC8wyRgMYfBDtEklYM',\n", + " '56rXurvdpjoSIVggfd5ANS',\n", + " '56rXurvdpjoSIVggfd5ANS',\n", + " '0wFW5NQJdNDJPcZyfYSExx',\n", + " '4ajbplh2IXiJkXjQiq5aqq',\n", + " '6Y6UBWhifUnkJIO2mdy0S3',\n", + " '7iABnSNZciNepqGtjMQxxd',\n", + " '22QadBPe0QCuqraFVAr1m3',\n", + " '0Oroc0HXQaxs8ONgI7dLnw']" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ignore_tracks = [t['_id']\n", + " for t in tracks.find({'album_id': '5ju5Ouzan3QwXqQt1Tihbh'}, ['name', 'ctitle'])\n", + " for tt in tracks.find({'ctitle': t['ctitle'], \n", + " 'album_id': {'$ne': '5ju5Ouzan3QwXqQt1Tihbh'},\n", + " 'ignore': {'$exists': False}}, \n", + " ['name', 'ctitle', 'album.name', 'album_id'])]\n", + "ignore_tracks" + ] + }, + { + "cell_type": "code", + "execution_count": 101, "metadata": {}, + "outputs": [], "source": [ - "### Revised gloom index\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)" + "for t in ignore_tracks:\n", + " tracks.update_one({'_id': t}, {'$set': {'ignore': True}})" ] }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 102, + "metadata": {}, + "outputs": [], + "source": [ + "stones_live_albums = ['4fhWcu56Bbh5wALuTouFVW', '3PbRKFafwE7Of8e4dTee72', '5eTqRwTGKPBUiUuN1rFaXD',\n", + " '50UGtgNA5bq1c0BDjPfmbD', '4M8Q1L9PZq0xK5tLUpO3jd', '1W1UJulgICjFDyYIMUwRs7',\n", + " '0hxrNynMDh5QeyALlf1CdS', '3CHu7qW160uqPZHW3TMZ1l']" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [], + "source": [ + "for a in stones_live_albums:\n", + " tracks.update_many({'album_id': a}, {'$set': {'ignore': True}})" + ] + }, + { + "cell_type": "code", + "execution_count": 104, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -10258,1048 +15747,903 @@ "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - "
_idartist_namelyrical_densitynamenegvalencescaled_ldgloomctitlet_albt_namett_albtt_name
2584gq2bc2770XvbJdEtfUbmwRadiohead0.201546Go Slowly0.7237740.04530.0396190.47277502uO1HbJhQvmXpjclLmLEeKjumpin jack flashSome Girls: Live In Texas '78Jumpin' Jack Flash - LiveTotally Stripped (Live)Jumpin’ Jack Flash - Live
30975YUnz58ajMo2VIIuUFvOVRadiohead0.248061The Tourist0.6678640.04000.0566580.47172411oluhsJUDe1uAVGwfsFpfgkey to the highwayDirty Work (Remastered 2009)Key To The Highway - Piano Instrumental/Remast...Dirty WorkKey To The Highway - Piano Instrumental
24601ZpFhrMMqKPVCwyqXneVpRadiohead0.218723True Love Waits0.5322060.03780.0459110.47122923v2SyLXNg7IY3I3N6QTZ45jumpin jack flashLadies & Gentlemen (Live)Jumpin' Jack Flash - LiveSome Girls: Live In Texas '78Jumpin' Jack Flash - Live
2685olWalQH1oVza5D6xJg4oXRadiohead0.216752Sail To The Moon0.6057980.04580.0451890.46922833v2SyLXNg7IY3I3N6QTZ45jumpin jack flashLadies & Gentlemen (Live)Jumpin' Jack Flash - LiveTotally Stripped (Live)Jumpin’ Jack Flash - Live
27253RYTfkLiyZuUZHwJC3WmmRadiohead0.276367We Suck Young Blood0.5353580.03780.0670270.46679545Y77giAAAmU9EpfHBDbBV8you got me rockinTotally Stripped - Brixton (Live)You Got Me Rockin’ - LiveTotally Stripped - Paris (Live)You Got Me Rockin’ - Live
2054sLGaMl33I6mcsk7u4xHAURadiohead0.146307Codex0.6379420.06290.0193850.46565051w9FiXsMcaxb5SD8vIZgm3jumpin jack flashTotally Stripped - Brixton (Live)Jumpin’ Jack Flash - LiveSome Girls: Live In Texas '78Jumpin' Jack Flash - Live
1120ttMfoND7IQqFSMVOPkELCThe Beatles0.799772Blue Jay Way - Remastered 20090.8124900.03800.2587550.46165761w9FiXsMcaxb5SD8vIZgm3jumpin jack flashTotally Stripped - Brixton (Live)Jumpin’ Jack Flash - LiveLadies & Gentlemen (Live)Jumpin' Jack Flash - Live
2970COiZ7ncho2yi4HotbzgPvRadiohead0.349157Motion Picture Soundtrack0.5768080.04250.0936900.46091671w9FiXsMcaxb5SD8vIZgm3jumpin jack flashTotally Stripped - Brixton (Live)Jumpin’ Jack Flash - LiveTotally Stripped (Live)Jumpin’ Jack Flash - Live
2563uxhyRdWVXp7GQvERQl6fARadiohead0.382643Videotape0.6529620.04680.1059570.46069481w9FiXsMcaxb5SD8vIZgm3jumpin jack flashTotally Stripped - Brixton (Live)Jumpin’ Jack Flash - LiveTotally Stripped - Paris (Live)Jumpin’ Jack Flash - Live
3187wB2VenWR6rchtLwawreIgRadiohead0.359311Bullet Proof ... I Wish I Was0.8046360.07810.0974100.45523991tEdH58k6r4CvjEhmxxbMCjumpin jack flashTotally Stripped - Paris (Live)Jumpin’ Jack Flash - LiveSome Girls: Live In Texas '78Jumpin' Jack Flash - Live
\n", - "
" - ], - "text/plain": [ - " _id artist_name lyrical_density \\\n", - "258 4gq2bc2770XvbJdEtfUbmw Radiohead 0.201546 \n", - "309 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n", - "246 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n", - "268 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n", - "272 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n", - "205 4sLGaMl33I6mcsk7u4xHAU Radiohead 0.146307 \n", - "112 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n", - "297 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n", - "256 3uxhyRdWVXp7GQvERQl6fA Radiohead 0.382643 \n", - "318 7wB2VenWR6rchtLwawreIg Radiohead 0.359311 \n", - "\n", - " name neg valence scaled_ld gloom \n", - "258 Go Slowly 0.723774 0.0453 0.039619 0.472775 \n", - "309 The Tourist 0.667864 0.0400 0.056658 0.471724 \n", - "246 True Love Waits 0.532206 0.0378 0.045911 0.471229 \n", - "268 Sail To The Moon 0.605798 0.0458 0.045189 0.469228 \n", - "272 We Suck Young Blood 0.535358 0.0378 0.067027 0.466795 \n", - "205 Codex 0.637942 0.0629 0.019385 0.465650 \n", - "112 Blue Jay Way - Remastered 2009 0.812490 0.0380 0.258755 0.461657 \n", - "297 Motion Picture Soundtrack 0.576808 0.0425 0.093690 0.460916 \n", - "256 Videotape 0.652962 0.0468 0.105957 0.460694 \n", - "318 Bullet Proof ... I Wish I Was 0.804636 0.0781 0.097410 0.455239 " - ] - }, - "execution_count": 99, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pipeline = [\n", - " {'$match': {'lyrics': {'$exists': True}, 'sentiment': {'$exists': True}, 'valence': {'$exists': True}}},\n", - " {'$project': {'artist_name': '$artist_name',\n", - " 'name': '$name',\n", - " 'valence': '$valence',\n", - " 'neg': '$sentiment.probability.neg',\n", - " 'lyrical_density': '$lyrical_density'}}]\n", - "results = pd.DataFrame(list(tracks.aggregate(pipeline)))\n", - "\n", - "# Use pandas to scale the lyrical density values to the range 0 -1\n", - "results['scaled_ld'] = (results['lyrical_density'] - results['lyrical_density'].min()) / \\\n", - " (results['lyrical_density'].max() - results['lyrical_density'].min())\n", - "\n", - "# Define a Python function to calculate the revised gloom index\n", - "def gloom(row):\n", - " w_valence = (1 - row['valence']) * (1 - row['scaled_ld'])\n", - " w_neg = row['neg'] * row['scaled_ld']\n", - " return (w_valence + w_neg) / 2\n", - "\n", - "# Apply this function to create a new column\n", - "results['gloom'] = results.apply(gloom, axis=1)\n", - "\n", - "# Push the results back into the database\n", - "for row in results.itertuples():\n", - " tracks.update_one({'_id': row[1]}, {'$set': {'gloom': row.gloom}})\n", - "\n", - "results.sort_values('gloom', ascending=False).head(10)" - ] - }, - { - "cell_type": "code", - "execution_count": 100, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - "
_idartist_namelyrical_densitynamenegvalencescaled_ldgloom
101tEdH58k6r4CvjEhmxxbMCjumpin jack flashTotally Stripped - Paris (Live)Jumpin’ Jack Flash - LiveLadies & Gentlemen (Live)Jumpin' Jack Flash - Live
2584gq2bc2770XvbJdEtfUbmwRadiohead0.201546Go Slowly0.7237740.04530.0396190.472775111tEdH58k6r4CvjEhmxxbMCjumpin jack flashTotally Stripped - Paris (Live)Jumpin’ Jack Flash - LiveTotally Stripped (Live)Jumpin’ Jack Flash - Live
30975YUnz58ajMo2VIIuUFvOVRadiohead0.248061The Tourist0.6678640.04000.0566580.471724120Za26pWVLQpKfXmb9FX10SrespectableSome GirlsRespectable - RemasteredSome Girls: Live In Texas '78Respectable - Live
24601ZpFhrMMqKPVCwyqXneVpRadiohead0.218723True Love Waits0.5322060.03780.0459110.471229130Za26pWVLQpKfXmb9FX10SrespectableSome GirlsRespectable - RemasteredTotally Stripped - Amsterdam (Live)Respectable - Live
2685olWalQH1oVza5D6xJg4oXRadiohead0.216752Sail To The Moon0.6057980.04580.0451890.469228140832Tptls5YicHPGgw7ssPbeast of burdenSome GirlsBeast Of Burden - RemasteredTotally Stripped - Amsterdam (Live)Beast Of Burden - Live
27253RYTfkLiyZuUZHwJC3WmmRadiohead0.276367We Suck Young Blood0.5353580.03780.0670270.466795150832Tptls5YicHPGgw7ssPbeast of burdenSome GirlsBeast Of Burden - RemasteredTotally Stripped - Paris (Live)Beast Of Burden - Live
2054sLGaMl33I6mcsk7u4xHAURadiohead0.146307Codex0.6379420.06290.0193850.465650160832Tptls5YicHPGgw7ssPbeast of burdenSome GirlsBeast Of Burden - RemasteredSome Girls: Live In Texas '78Beast Of Burden - Live
2970COiZ7ncho2yi4HotbzgPvRadiohead0.349157Motion Picture Soundtrack0.5768080.04250.0936900.460916176yq33zsqWCd8cYXQdtAFZ9shatteredSome GirlsShattered - RemasteredSome Girls: Live In Texas '78Shattered - Live
2563uxhyRdWVXp7GQvERQl6fARadiohead0.382643Videotape0.6529620.04680.1059570.460694186yq33zsqWCd8cYXQdtAFZ9shatteredSome GirlsShattered - RemasteredTotally Stripped - Paris (Live)Shattered - Live
3187wB2VenWR6rchtLwawreIgRadiohead0.359311Bullet Proof ... I Wish I Was0.8046360.07810.0974100.455239195pTWpY8l7B1XcQnijEFGFjmiss youSome Girls (Deluxe Version)Miss You - RemasteredSome GirlsMiss You - Remastered
2895AiNZnMDCWwujIENPj9PV9Radiohead0.489208Everything In Its Right Place0.7168290.05850.1449920.454462205pTWpY8l7B1XcQnijEFGFjmiss youSome Girls (Deluxe Version)Miss You - RemasteredTotally Stripped (Live)Miss You - Live
\n", - "
" - ], - "text/plain": [ - " _id artist_name lyrical_density \\\n", - "258 4gq2bc2770XvbJdEtfUbmw Radiohead 0.201546 \n", - "309 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n", - "246 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n", - "268 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n", - "272 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n", - "205 4sLGaMl33I6mcsk7u4xHAU Radiohead 0.146307 \n", - "297 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n", - "256 3uxhyRdWVXp7GQvERQl6fA Radiohead 0.382643 \n", - "318 7wB2VenWR6rchtLwawreIg Radiohead 0.359311 \n", - "289 5AiNZnMDCWwujIENPj9PV9 Radiohead 0.489208 \n", - "\n", - " name neg valence scaled_ld gloom \n", - "258 Go Slowly 0.723774 0.0453 0.039619 0.472775 \n", - "309 The Tourist 0.667864 0.0400 0.056658 0.471724 \n", - "246 True Love Waits 0.532206 0.0378 0.045911 0.471229 \n", - "268 Sail To The Moon 0.605798 0.0458 0.045189 0.469228 \n", - "272 We Suck Young Blood 0.535358 0.0378 0.067027 0.466795 \n", - "205 Codex 0.637942 0.0629 0.019385 0.465650 \n", - "297 Motion Picture Soundtrack 0.576808 0.0425 0.093690 0.460916 \n", - "256 Videotape 0.652962 0.0468 0.105957 0.460694 \n", - "318 Bullet Proof ... I Wish I Was 0.804636 0.0781 0.097410 0.455239 \n", - "289 Everything In Its Right Place 0.716829 0.0585 0.144992 0.454462 " - ] - }, - "execution_count": 100, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "results[results['artist_name'] == 'Radiohead'].sort_values('gloom', ascending=False).head(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This still isn't the same as the original list, though there are now two songs in common!\n", - "\n", - "\n", - " | gloom_index | track_name\n", - "--|-------------|--------------------------\n", - "1 | 1.00 | True Love Waits\n", - "2 | 6.46 | Give Up The Ghost\n", - "3 | 9.35 | Motion Picture Soundtrack\n", - "4 | 13.70 | Let Down\n", - "5 | 14.15 | Pyramid Song\n", - "6 | 14.57 | Exit Music (For a Film)\n", - "7 | 15.29 | Dollars & Cents\n", - "8 | 15.69 | High And Dry\n", - "9 | 15.80 | Tinker Tailor Soldier ...\n", - "10| 16.03 | Videotape\n" - ] - }, - { - "cell_type": "code", - "execution_count": 101, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - "
_idartist_namelyrical_densitynamenegvalencescaled_ldgloom
215pTWpY8l7B1XcQnijEFGFjmiss youSome Girls (Deluxe Version)Miss You - RemasteredTotally Stripped - Brixton (Live)Miss You - Live
1120ttMfoND7IQqFSMVOPkELCThe Beatles0.799772Blue Jay Way - Remastered 20090.8124900.03800.2587550.461657225pTWpY8l7B1XcQnijEFGFjmiss youSome Girls (Deluxe Version)Miss You - RemasteredTotally Stripped - Paris (Live)Miss You - Live
1086ZrPbHp9kRmQj1tGLvna8UThe Beatles0.874479Revolution 9 - Remastered 20090.8732850.09630.2861210.447499235pTWpY8l7B1XcQnijEFGFjmiss youSome Girls (Deluxe Version)Miss You - RemasteredSome Girls: Live In Texas '78Miss You - Live
02ucFulEWapRAmTn7l6f5Q7The Beatles0.169898Wild Honey Pie - Remastered 20090.3911780.15300.0280260.417113244E8qFhiuYAWEYYAsYIf4dWwhen the whip comes downSome Girls (Deluxe Version)When The Whip Comes Down - RemasteredSome GirlsWhen The Whip Comes Down - Remastered
1323ZFBeIyP41HhnALjxWy1pRThe Beatles0.628310A Day In The Life - Remastered 20090.7812960.16200.1959470.413445254E8qFhiuYAWEYYAsYIf4dWwhen the whip comes downSome Girls (Deluxe Version)When The Whip Comes Down - RemasteredSome Girls: Live In Texas '78When The Whip Comes Down - Live
1460agoaPIy92gPZ6zRhqXarEThe Beatles0.634931Tomorrow Never Knows - Remastered 20090.3435990.05560.1983720.412609267sDQlyQACyT7mNHFwwEMI7just my imagination running away with meSome Girls (Deluxe Version)Just My Imagination (Running Away With Me) - R...Some GirlsJust My Imagination (Running Away With Me) - R...
10327YZJHyTTDIurMqDu1v2efThe Beatles0.429399Long, Long, Long - Remastered 20090.5241220.13500.1230840.4115222748bJ1sWhJKdB8M43uqi924some girlsSome Girls (Deluxe Version)Some Girls - RemasteredSome GirlsSome Girls - Remastered
654cLoL5KPfE1hAwfsO84FX7The Beatles0.325955Because - Remastered 20090.4662540.16200.0851910.403165286362zAWHGgbrQaoeCFZpuOliesSome Girls (Deluxe Version)Lies - RemasteredSome GirlsLies - Remastered
6671Ij3VBYQWMrng61Ae4tBuThe Beatles0.592658You Never Give Me Your Money - Remastered 20090.7534480.22600.1828870.385121294RlD0KvoqPZy5n9Zi76X9lfar away eyesSome Girls (Deluxe Version)Far Away Eyes - RemasteredSome Girls: Live In Texas '78Far Away Eyes - Live
673jPXnX4SskFgAcC4YBKOwNThe Beatles0.273472Sun King - Remastered 20090.3008090.19700.0659660.384936.....................
437iABnSNZciNepqGtjMQxxdThe Beatles0.800176Come Together - Remastered 20150.5625520.17800.2589030.3774141537tXuNR6xy9wGBXatDfqFEjall down the lineTotally Stripped - Paris (Live)All Down The Line - LiveSome Girls: Live In Texas '78All Down The Line - Live
\n", - "
" - ], - "text/plain": [ - " _id artist_name lyrical_density \\\n", - "112 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n", - "108 6ZrPbHp9kRmQj1tGLvna8U The Beatles 0.874479 \n", - "0 2ucFulEWapRAmTn7l6f5Q7 The Beatles 0.169898 \n", - "132 3ZFBeIyP41HhnALjxWy1pR The Beatles 0.628310 \n", - "146 0agoaPIy92gPZ6zRhqXarE The Beatles 0.634931 \n", - "103 27YZJHyTTDIurMqDu1v2ef The Beatles 0.429399 \n", - "65 4cLoL5KPfE1hAwfsO84FX7 The Beatles 0.325955 \n", - "66 71Ij3VBYQWMrng61Ae4tBu The Beatles 0.592658 \n", - "67 3jPXnX4SskFgAcC4YBKOwN The Beatles 0.273472 \n", - "43 7iABnSNZciNepqGtjMQxxd The Beatles 0.800176 \n", - "\n", - " name neg valence \\\n", - "112 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n", - "108 Revolution 9 - Remastered 2009 0.873285 0.0963 \n", - "0 Wild Honey Pie - Remastered 2009 0.391178 0.1530 \n", - "132 A Day In The Life - Remastered 2009 0.781296 0.1620 \n", - "146 Tomorrow Never Knows - Remastered 2009 0.343599 0.0556 \n", - "103 Long, Long, Long - Remastered 2009 0.524122 0.1350 \n", - "65 Because - Remastered 2009 0.466254 0.1620 \n", - "66 You Never Give Me Your Money - Remastered 2009 0.753448 0.2260 \n", - "67 Sun King - Remastered 2009 0.300809 0.1970 \n", - "43 Come Together - Remastered 2015 0.562552 0.1780 \n", - "\n", - " scaled_ld gloom \n", - "112 0.258755 0.461657 \n", - "108 0.286121 0.447499 \n", - "0 0.028026 0.417113 \n", - "132 0.195947 0.413445 \n", - "146 0.198372 0.412609 \n", - "103 0.123084 0.411522 \n", - "65 0.085191 0.403165 \n", - "66 0.182887 0.385121 \n", - "67 0.065966 0.384936 \n", - "43 0.258903 0.377414 " - ] - }, - "execution_count": 101, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "results[results['artist_name'] == 'The Beatles'].sort_values('gloom', ascending=False).head(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "I don't know the Radiohead corpus, but I know some Beatles songs. _Blue Jay Way_ is pretty sad, as is _A Day in the Life_. _Revolution 9_ and _Wild Honey Pie_ are just... odd, rather than sad. It's suspicious that some obviously sad Beatles songs are missing. What does this analysis think of unequivocally sad songs like _She's Leaving Home_, _Yesterday_, and _Eleanor Rigby_?" - ] - }, - { - "cell_type": "code", - "execution_count": 102, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - "
_idartist_namelyrical_densitynamenegvalencescaled_ldgloom
1543nGR1fpxsAfDdZc9wwm16ushatteredTotally Stripped - Paris (Live)Shattered - LiveSome Girls: Live In Texas '78Shattered - Live
2963uskN0xLezVg4281wzeQnThe Beatles1.005426Yesterday - Remastered 20150.8521560.3480.3340880.3594351554Uq4cdVjNDZFtiuzTopRacbeast of burdenTotally Stripped - Paris (Live)Beast Of Burden - LiveTotally Stripped - Amsterdam (Live)Beast Of Burden - Live
1251Ipl1kvks5s6GKn6oqgzeYThe Beatles1.064324She's Leaving Home - Remastered 20090.7645530.3770.3556630.3366731564Uq4cdVjNDZFtiuzTopRacbeast of burdenTotally Stripped - Paris (Live)Beast Of Burden - LiveSome Girls: Live In Texas '78Beast Of Burden - Live
340TRkjwb4uY3CHb5zhr9bBdThe Beatles1.628703Eleanor Rigby - Remastered 20150.8032320.8450.5624010.2597831577i0HwPhGd77HqpGliF8hWClet it bleedTotally Stripped - Paris (Live)Let It Bleed - LiveTotally Stripped - Amsterdam (Live)Let It Bleed - Live
\n", - "
" - ], - "text/plain": [ - " _id artist_name lyrical_density \\\n", - "29 63uskN0xLezVg4281wzeQn The Beatles 1.005426 \n", - "125 1Ipl1kvks5s6GKn6oqgzeY The Beatles 1.064324 \n", - "34 0TRkjwb4uY3CHb5zhr9bBd The Beatles 1.628703 \n", - "\n", - " name neg valence scaled_ld \\\n", - "29 Yesterday - Remastered 2015 0.852156 0.348 0.334088 \n", - "125 She's Leaving Home - Remastered 2009 0.764553 0.377 0.355663 \n", - "34 Eleanor Rigby - Remastered 2015 0.803232 0.845 0.562401 \n", - "\n", - " gloom \n", - "29 0.359435 \n", - "125 0.336673 \n", - "34 0.259783 " - ] - }, - "execution_count": 102, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "slh = tracks.find_one({'ctitle': 'shes leaving home'})['_id']\n", - "yd = tracks.find_one({'ctitle': 'yesterday'})['_id']\n", - "er = tracks.find_one({'ctitle': 'eleanor rigby'})['_id']\n", - "results[results['_id'].isin([slh, yd, er])].sort_values('gloom', ascending=False)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Glee index: anti-gloom\n", - "Rather than looking at the saddest songs, how about using the same data to find the happiest songs?\n", - "\n", - "* [Top](#top)" - ] - }, - { - "cell_type": "code", - "execution_count": 103, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - "
_idartist_namelyrical_densitynamenegvalencescaled_ldgloom
1587ccGJ2vLgjqUDmfn9m66obangieTotally Stripped - Paris (Live)Angie - LiveTotally Stripped - Amsterdam (Live)Angie - Live
843fuEJBCK3kWnJHFTODR4cbThe Beatles1.608806Ob-La-Di, Ob-La-Da - Remastered 20090.0809690.9750.5551120.02803515957H3scKLSd9UOWzjfxa8Ctwild horsesTotally Stripped - Paris (Live)Wild Horses - LiveTotally Stripped - Amsterdam (Live)Wild Horses - Live
783TEbDhNDU4NDXq0h86nGZ7The Beatles1.008850Hey Bulldog - Remastered 20090.2391980.9420.3353420.0593821603ovO4GmtWckNKeFItjPDVPshine a lightTotally Stripped - Paris (Live)Shine A Light - LiveTotally Stripped (Live)Shine A Light - Live
2205VsIn7QQqcacePIb0vO0owThe Beatles0.465201Not A Second Time - Remastered 20090.7738050.9610.1361980.0695401613ovO4GmtWckNKeFItjPDVPshine a lightTotally Stripped - Paris (Live)Shine A Light - LiveTotally Stripped - Amsterdam (Live)Shine A Light - Live
1622jaOxamwOcyjN1E4ut6CK1like a rolling stoneTotally Stripped - Paris (Live)Like A Rolling Stone - LiveTotally Stripped (Live)Like A Rolling Stone - Live
974KIXWIzNcKzorNDgvMQwmDThe Beatles0.631592Birthday - Remastered 20090.3737310.9160.1971490.0705601632jaOxamwOcyjN1E4ut6CK1like a rolling stoneTotally Stripped - Paris (Live)Like A Rolling Stone - LiveTotally Stripped - Amsterdam (Live)Like A Rolling Stone - Live
2107cPPyMrSAQY7A686Cn9eUPThe Beatles0.891649All My Loving - Remastered 20090.2350230.8910.2924110.0729251646zL5bMJTpJKrf2xkU85b0ji go wildTotally Stripped - Paris (Live)I Go Wild - LiveTotally Stripped (Live)I Go Wild - Live
1873EbGioQyKyf4dycuiPOg3kThe Beatles0.438356Everybody's Trying To Be My Baby - Remastered ...0.8669850.9370.1263650.0822981656WKiTv7SJ486taXpKIMANrmiss youTotally Stripped - Paris (Live)Miss You - LiveTotally Stripped (Live)Miss You - Live
560cJ053ljI4BuP5P8tJnK5jThe Beatles0.893485For You Blue - Remastered 20090.4718270.9580.2930830.0839881666WKiTv7SJ486taXpKIMANrmiss youTotally Stripped - Paris (Live)Miss You - LiveSome Girls: Live In Texas '78Miss You - Live
2166xJSJpO6HJwHhu7UaIc8qRThe Beatles0.585885Hold Me Tight - Remastered 20090.8048700.9630.1804060.0877641670v4MSSHsVfsog0miOeNCDMconnectionTotally Stripped - Paris (Live)Connection - LiveTotally Stripped - Amsterdam (Live)Connection - Live
4872Ob0wrObCXgvGYhFs8vipThe Beatles0.938049Across The Universe - Remastered 20090.2955250.8620.3094080.0933701684Eh4q5GJegCgMQU1E7rRl7slipping awayTotally Stripped - Paris (Live)Slipping Away - LiveSteel Wheels (Remastered 2009)Slipping Away - Remastered
1416RdvhWyzCULNTHcMbAXwXKThe Beatles0.879719And Your Bird Can Sing - Remastered 20090.5828750.9660.2880410.0960491694Eh4q5GJegCgMQU1E7rRl7slipping awayTotally Stripped - Paris (Live)Slipping Away - LiveTotally Stripped - Amsterdam (Live)Slipping Away - Live
\n", - "
" - ], - "text/plain": [ - " _id artist_name lyrical_density \\\n", - "84 3fuEJBCK3kWnJHFTODR4cb The Beatles 1.608806 \n", - "78 3TEbDhNDU4NDXq0h86nGZ7 The Beatles 1.008850 \n", - "220 5VsIn7QQqcacePIb0vO0ow The Beatles 0.465201 \n", - "97 4KIXWIzNcKzorNDgvMQwmD The Beatles 0.631592 \n", - "210 7cPPyMrSAQY7A686Cn9eUP The Beatles 0.891649 \n", - "187 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n", - "56 0cJ053ljI4BuP5P8tJnK5j The Beatles 0.893485 \n", - "216 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n", - "48 72Ob0wrObCXgvGYhFs8vip The Beatles 0.938049 \n", - "141 6RdvhWyzCULNTHcMbAXwXK The Beatles 0.879719 \n", - "\n", - " name neg valence \\\n", - "84 Ob-La-Di, Ob-La-Da - Remastered 2009 0.080969 0.975 \n", - "78 Hey Bulldog - Remastered 2009 0.239198 0.942 \n", - "220 Not A Second Time - Remastered 2009 0.773805 0.961 \n", - "97 Birthday - Remastered 2009 0.373731 0.916 \n", - "210 All My Loving - Remastered 2009 0.235023 0.891 \n", - "187 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.937 \n", - "56 For You Blue - Remastered 2009 0.471827 0.958 \n", - "216 Hold Me Tight - Remastered 2009 0.804870 0.963 \n", - "48 Across The Universe - Remastered 2009 0.295525 0.862 \n", - "141 And Your Bird Can Sing - Remastered 2009 0.582875 0.966 \n", - "\n", - " scaled_ld gloom \n", - "84 0.555112 0.028035 \n", - "78 0.335342 0.059382 \n", - "220 0.136198 0.069540 \n", - "97 0.197149 0.070560 \n", - "210 0.292411 0.072925 \n", - "187 0.126365 0.082298 \n", - "56 0.293083 0.083988 \n", - "216 0.180406 0.087764 \n", - "48 0.309408 0.093370 \n", - "141 0.288041 0.096049 " - ] - }, - "execution_count": 103, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "results.sort_values('gloom', ascending=True).head(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "All the top ten most gleeful songs are from The Beatles!\n", - "\n", - "What about the most gleeful Radiohead songs?" - ] - }, - { - "cell_type": "code", - "execution_count": 104, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
_idartist_namelyrical_densitynamenegvalencescaled_ldgloom
1700DK2fsv7gaw2q4P41wtW94midnight ramblerTotally Stripped - Paris (Live)Midnight Rambler - LiveLadies & Gentlemen (Live)Midnight Rambler - Live
10eECFDnWy0RdjMmJ8NOeALRadiohead0.093389Feral0.4652160.7510.0000000.1245001710DK2fsv7gaw2q4P41wtW94midnight ramblerTotally Stripped - Paris (Live)Midnight Rambler - LiveTotally Stripped (Live)Midnight Rambler - Live
2476dsq7Nt5mIFzvm5kIYNORyRadiohead0.67427215 Step0.8354880.8480.2127830.1487171721mnDusx7zn2yzmr42hUksErip this jointTotally Stripped - Paris (Live)Rip This Joint - LiveLadies & Gentlemen (Live)Rip This Joint - Live
1731mnDusx7zn2yzmr42hUksErip this jointTotally Stripped - Paris (Live)Rip This Joint - LiveTotally Stripped (Live)Rip This Joint - Live
27477SPrxY5gn6VPrKPGrfLnMRadiohead0.438813There, There0.8355410.7260.1265320.1725271741mnDusx7zn2yzmr42hUksErip this jointTotally Stripped - Paris (Live)Rip This Joint - LiveTotally Stripped - Amsterdam (Live)Rip This Joint - Live
2696CVdTDYoDbwYj4xn8u5GhaRadiohead0.452573Backdrifts0.8215320.7240.1315730.1738891755lWzRBoBzcfr1oNYNhR5acstart me upTotally Stripped - Paris (Live)Start Me Up - LiveTattoo You (2009 Re-Mastered)Start Me Up - Remastered
25515ea10YpJIl3mJq75yzqsDRadiohead0.952216Jigsaw Falling Into Place0.7572250.8180.3145970.1814821764EllMMamxvLvwvOQLsyc9Wbrown sugarTotally Stripped - Paris (Live)Brown Sugar - LiveSome Girls: Live In Texas '78Brown Sugar - Live
2636P67UTTr5qN7XYSSlj0n6XRadiohead0.503609Paperbag Writer0.7546800.7040.1502680.1824621774EllMMamxvLvwvOQLsyc9Wbrown sugarTotally Stripped - Paris (Live)Brown Sugar - LiveLadies & Gentlemen (Live)Brown Sugar - Live
1784EllMMamxvLvwvOQLsyc9Wbrown sugarTotally Stripped - Paris (Live)Brown Sugar - LiveTotally Stripped (Live)Brown Sugar - Live
2983OsUjkcv1C1v5udFhgRSFgRadiohead0.329999Airbag0.6423480.6420.0866730.1913231791F69leTp8WQHMFVQ5gOtISmannish boyLive At The Checkerboard LoungeMannish Boy - LiveLive At The Checkerboard LoungeMannish Boy - Live
30453aFGAl0Vebwp2bo8wtdWRRadiohead2.019892Fitter Happier0.4468410.7280.7056970.1976931806dx6G9OexgRFCulfKI4sPNall down the lineSome Girls: Live In Texas '78All Down The Line - LiveTotally Stripped - Amsterdam (Live)All Down The Line - Live
2643STByesnbcQatiGHgwi1TvRadiohead0.622541I Am a Wicked Child0.7637060.6880.1938340.19977818116FlhqpxLT6WTfiLVEZ7Vvbeast of burdenSome Girls: Live In Texas '78Beast Of Burden - LiveTotally Stripped - Amsterdam (Live)Beast Of Burden - Live
2363pcCifdPTc2BbqmWpEhtUdRadiohead0.439692Burn the Witch0.5826020.6250.1268540.2006681825UXwp4rKvtXtKJpe0iIctMmiss youSome Girls: Live In Texas '78Miss You - LiveTotally Stripped (Live)Miss You - Live
\n", + "

183 rows × 6 columns

\n", "
" ], "text/plain": [ - " _id artist_name lyrical_density \\\n", - "1 0eECFDnWy0RdjMmJ8NOeAL Radiohead 0.093389 \n", - "247 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n", - "274 77SPrxY5gn6VPrKPGrfLnM Radiohead 0.438813 \n", - "269 6CVdTDYoDbwYj4xn8u5Gha Radiohead 0.452573 \n", - "255 15ea10YpJIl3mJq75yzqsD Radiohead 0.952216 \n", - "263 6P67UTTr5qN7XYSSlj0n6X Radiohead 0.503609 \n", - "298 3OsUjkcv1C1v5udFhgRSFg Radiohead 0.329999 \n", - "304 53aFGAl0Vebwp2bo8wtdWR Radiohead 2.019892 \n", - "264 3STByesnbcQatiGHgwi1Tv Radiohead 0.622541 \n", - "236 3pcCifdPTc2BbqmWpEhtUd Radiohead 0.439692 \n", - "\n", - " name neg valence scaled_ld gloom \n", - "1 Feral 0.465216 0.751 0.000000 0.124500 \n", - "247 15 Step 0.835488 0.848 0.212783 0.148717 \n", - "274 There, There 0.835541 0.726 0.126532 0.172527 \n", - "269 Backdrifts 0.821532 0.724 0.131573 0.173889 \n", - "255 Jigsaw Falling Into Place 0.757225 0.818 0.314597 0.181482 \n", - "263 Paperbag Writer 0.754680 0.704 0.150268 0.182462 \n", - "298 Airbag 0.642348 0.642 0.086673 0.191323 \n", - "304 Fitter Happier 0.446841 0.728 0.705697 0.197693 \n", - "264 I Am a Wicked Child 0.763706 0.688 0.193834 0.199778 \n", - "236 Burn the Witch 0.582602 0.625 0.126854 0.200668 " + " _id ctitle \\\n", + "0 2uO1HbJhQvmXpjclLmLEeK jumpin jack flash \n", + "1 1oluhsJUDe1uAVGwfsFpfg key to the highway \n", + "2 3v2SyLXNg7IY3I3N6QTZ45 jumpin jack flash \n", + "3 3v2SyLXNg7IY3I3N6QTZ45 jumpin jack flash \n", + "4 5Y77giAAAmU9EpfHBDbBV8 you got me rockin \n", + "5 1w9FiXsMcaxb5SD8vIZgm3 jumpin jack flash \n", + "6 1w9FiXsMcaxb5SD8vIZgm3 jumpin jack flash \n", + "7 1w9FiXsMcaxb5SD8vIZgm3 jumpin jack flash \n", + "8 1w9FiXsMcaxb5SD8vIZgm3 jumpin jack flash \n", + "9 1tEdH58k6r4CvjEhmxxbMC jumpin jack flash \n", + "10 1tEdH58k6r4CvjEhmxxbMC jumpin jack flash \n", + "11 1tEdH58k6r4CvjEhmxxbMC jumpin jack flash \n", + "12 0Za26pWVLQpKfXmb9FX10S respectable \n", + "13 0Za26pWVLQpKfXmb9FX10S respectable \n", + "14 0832Tptls5YicHPGgw7ssP beast of burden \n", + "15 0832Tptls5YicHPGgw7ssP beast of burden \n", + "16 0832Tptls5YicHPGgw7ssP beast of burden \n", + "17 6yq33zsqWCd8cYXQdtAFZ9 shattered \n", + "18 6yq33zsqWCd8cYXQdtAFZ9 shattered \n", + "19 5pTWpY8l7B1XcQnijEFGFj miss you \n", + "20 5pTWpY8l7B1XcQnijEFGFj miss you \n", + "21 5pTWpY8l7B1XcQnijEFGFj miss you \n", + "22 5pTWpY8l7B1XcQnijEFGFj miss you \n", + "23 5pTWpY8l7B1XcQnijEFGFj miss you \n", + "24 4E8qFhiuYAWEYYAsYIf4dW when the whip comes down \n", + "25 4E8qFhiuYAWEYYAsYIf4dW when the whip comes down \n", + "26 7sDQlyQACyT7mNHFwwEMI7 just my imagination running away with me \n", + "27 48bJ1sWhJKdB8M43uqi924 some girls \n", + "28 6362zAWHGgbrQaoeCFZpuO lies \n", + "29 4RlD0KvoqPZy5n9Zi76X9l far away eyes \n", + ".. ... ... \n", + "153 7tXuNR6xy9wGBXatDfqFEj all down the line \n", + "154 3nGR1fpxsAfDdZc9wwm16u shattered \n", + "155 4Uq4cdVjNDZFtiuzTopRac beast of burden \n", + "156 4Uq4cdVjNDZFtiuzTopRac beast of burden \n", + "157 7i0HwPhGd77HqpGliF8hWC let it bleed \n", + "158 7ccGJ2vLgjqUDmfn9m66ob angie \n", + "159 57H3scKLSd9UOWzjfxa8Ct wild horses \n", + "160 3ovO4GmtWckNKeFItjPDVP shine a light \n", + "161 3ovO4GmtWckNKeFItjPDVP shine a light \n", + "162 2jaOxamwOcyjN1E4ut6CK1 like a rolling stone \n", + "163 2jaOxamwOcyjN1E4ut6CK1 like a rolling stone \n", + "164 6zL5bMJTpJKrf2xkU85b0j i go wild \n", + "165 6WKiTv7SJ486taXpKIMANr miss you \n", + "166 6WKiTv7SJ486taXpKIMANr miss you \n", + "167 0v4MSSHsVfsog0miOeNCDM connection \n", + "168 4Eh4q5GJegCgMQU1E7rRl7 slipping away \n", + "169 4Eh4q5GJegCgMQU1E7rRl7 slipping away \n", + "170 0DK2fsv7gaw2q4P41wtW94 midnight rambler \n", + "171 0DK2fsv7gaw2q4P41wtW94 midnight rambler \n", + "172 1mnDusx7zn2yzmr42hUksE rip this joint \n", + "173 1mnDusx7zn2yzmr42hUksE rip this joint \n", + "174 1mnDusx7zn2yzmr42hUksE rip this joint \n", + "175 5lWzRBoBzcfr1oNYNhR5ac start me up \n", + "176 4EllMMamxvLvwvOQLsyc9W brown sugar \n", + "177 4EllMMamxvLvwvOQLsyc9W brown sugar \n", + "178 4EllMMamxvLvwvOQLsyc9W brown sugar \n", + "179 1F69leTp8WQHMFVQ5gOtIS mannish boy \n", + "180 6dx6G9OexgRFCulfKI4sPN all down the line \n", + "181 16FlhqpxLT6WTfiLVEZ7Vv beast of burden \n", + "182 5UXwp4rKvtXtKJpe0iIctM miss you \n", + "\n", + " t_alb \\\n", + "0 Some Girls: Live In Texas '78 \n", + "1 Dirty Work (Remastered 2009) \n", + "2 Ladies & Gentlemen (Live) \n", + "3 Ladies & Gentlemen (Live) \n", + "4 Totally Stripped - Brixton (Live) \n", + "5 Totally Stripped - Brixton (Live) \n", + "6 Totally Stripped - Brixton (Live) \n", + "7 Totally Stripped - Brixton (Live) \n", + "8 Totally Stripped - Brixton (Live) \n", + "9 Totally Stripped - Paris (Live) \n", + "10 Totally Stripped - Paris (Live) \n", + "11 Totally Stripped - Paris (Live) \n", + "12 Some Girls \n", + "13 Some Girls \n", + "14 Some Girls \n", + "15 Some Girls \n", + "16 Some Girls \n", + "17 Some Girls \n", + "18 Some Girls \n", + "19 Some Girls (Deluxe Version) \n", + "20 Some Girls (Deluxe Version) \n", + "21 Some Girls (Deluxe Version) \n", + "22 Some Girls (Deluxe Version) \n", + "23 Some Girls (Deluxe Version) \n", + "24 Some Girls (Deluxe Version) \n", + "25 Some Girls (Deluxe Version) \n", + "26 Some Girls (Deluxe Version) \n", + "27 Some Girls (Deluxe Version) \n", + "28 Some Girls (Deluxe Version) \n", + "29 Some Girls (Deluxe Version) \n", + ".. ... \n", + "153 Totally Stripped - Paris (Live) \n", + "154 Totally Stripped - Paris (Live) \n", + "155 Totally Stripped - Paris (Live) \n", + "156 Totally Stripped - Paris (Live) \n", + "157 Totally Stripped - Paris (Live) \n", + "158 Totally Stripped - Paris (Live) \n", + "159 Totally Stripped - Paris (Live) \n", + "160 Totally Stripped - Paris (Live) \n", + "161 Totally Stripped - Paris (Live) \n", + "162 Totally Stripped - Paris (Live) \n", + "163 Totally Stripped - Paris (Live) \n", + "164 Totally Stripped - Paris (Live) \n", + "165 Totally Stripped - Paris (Live) \n", + "166 Totally Stripped - Paris (Live) \n", + "167 Totally Stripped - Paris (Live) \n", + "168 Totally Stripped - Paris (Live) \n", + "169 Totally Stripped - Paris (Live) \n", + "170 Totally Stripped - Paris (Live) \n", + "171 Totally Stripped - Paris (Live) \n", + "172 Totally Stripped - Paris (Live) \n", + "173 Totally Stripped - Paris (Live) \n", + "174 Totally Stripped - Paris (Live) \n", + "175 Totally Stripped - Paris (Live) \n", + "176 Totally Stripped - Paris (Live) \n", + "177 Totally Stripped - Paris (Live) \n", + "178 Totally Stripped - Paris (Live) \n", + "179 Live At The Checkerboard Lounge \n", + "180 Some Girls: Live In Texas '78 \n", + "181 Some Girls: Live In Texas '78 \n", + "182 Some Girls: Live In Texas '78 \n", + "\n", + " t_name \\\n", + "0 Jumpin' Jack Flash - Live \n", + "1 Key To The Highway - Piano Instrumental/Remast... \n", + "2 Jumpin' Jack Flash - Live \n", + "3 Jumpin' Jack Flash - Live \n", + "4 You Got Me Rockin’ - Live \n", + "5 Jumpin’ Jack Flash - Live \n", + "6 Jumpin’ Jack Flash - Live \n", + "7 Jumpin’ Jack Flash - Live \n", + "8 Jumpin’ Jack Flash - Live \n", + "9 Jumpin’ Jack Flash - Live \n", + "10 Jumpin’ Jack Flash - Live \n", + "11 Jumpin’ Jack Flash - Live \n", + "12 Respectable - Remastered \n", + "13 Respectable - Remastered \n", + "14 Beast Of Burden - Remastered \n", + "15 Beast Of Burden - Remastered \n", + "16 Beast Of Burden - Remastered \n", + "17 Shattered - Remastered \n", + "18 Shattered - Remastered \n", + "19 Miss You - Remastered \n", + "20 Miss You - Remastered \n", + "21 Miss You - Remastered \n", + "22 Miss You - Remastered \n", + "23 Miss You - Remastered \n", + "24 When The Whip Comes Down - Remastered \n", + "25 When The Whip Comes Down - Remastered \n", + "26 Just My Imagination (Running Away With Me) - R... \n", + "27 Some Girls - Remastered \n", + "28 Lies - Remastered \n", + "29 Far Away Eyes - Remastered \n", + ".. ... \n", + "153 All Down The Line - Live \n", + "154 Shattered - Live \n", + "155 Beast Of Burden - Live \n", + "156 Beast Of Burden - Live \n", + "157 Let It Bleed - Live \n", + "158 Angie - Live \n", + "159 Wild Horses - Live \n", + "160 Shine A Light - Live \n", + "161 Shine A Light - Live \n", + "162 Like A Rolling Stone - Live \n", + "163 Like A Rolling Stone - Live \n", + "164 I Go Wild - Live \n", + "165 Miss You - Live \n", + "166 Miss You - Live \n", + "167 Connection - Live \n", + "168 Slipping Away - Live \n", + "169 Slipping Away - Live \n", + "170 Midnight Rambler - Live \n", + "171 Midnight Rambler - Live \n", + "172 Rip This Joint - Live \n", + "173 Rip This Joint - Live \n", + "174 Rip This Joint - Live \n", + "175 Start Me Up - Live \n", + "176 Brown Sugar - Live \n", + "177 Brown Sugar - Live \n", + "178 Brown Sugar - Live \n", + "179 Mannish Boy - Live \n", + "180 All Down The Line - Live \n", + "181 Beast Of Burden - Live \n", + "182 Miss You - Live \n", + "\n", + " tt_alb \\\n", + "0 Totally Stripped (Live) \n", + "1 Dirty Work \n", + "2 Some Girls: Live In Texas '78 \n", + "3 Totally Stripped (Live) \n", + "4 Totally Stripped - Paris (Live) \n", + "5 Some Girls: Live In Texas '78 \n", + "6 Ladies & Gentlemen (Live) \n", + "7 Totally Stripped (Live) \n", + "8 Totally Stripped - Paris (Live) \n", + "9 Some Girls: Live In Texas '78 \n", + "10 Ladies & Gentlemen (Live) \n", + "11 Totally Stripped (Live) \n", + "12 Some Girls: Live In Texas '78 \n", + "13 Totally Stripped - Amsterdam (Live) \n", + "14 Totally Stripped - Amsterdam (Live) \n", + "15 Totally Stripped - Paris (Live) \n", + "16 Some Girls: Live In Texas '78 \n", + "17 Some Girls: Live In Texas '78 \n", + "18 Totally Stripped - Paris (Live) \n", + "19 Some Girls \n", + "20 Totally Stripped (Live) \n", + "21 Totally Stripped - Brixton (Live) \n", + "22 Totally Stripped - Paris (Live) \n", + "23 Some Girls: Live In Texas '78 \n", + "24 Some Girls \n", + "25 Some Girls: Live In Texas '78 \n", + "26 Some Girls \n", + "27 Some Girls \n", + "28 Some Girls \n", + "29 Some Girls: Live In Texas '78 \n", + ".. ... \n", + "153 Some Girls: Live In Texas '78 \n", + "154 Some Girls: Live In Texas '78 \n", + "155 Totally Stripped - Amsterdam (Live) \n", + "156 Some Girls: Live In Texas '78 \n", + "157 Totally Stripped - Amsterdam (Live) \n", + "158 Totally Stripped - Amsterdam (Live) \n", + "159 Totally Stripped - Amsterdam (Live) \n", + "160 Totally Stripped (Live) \n", + "161 Totally Stripped - Amsterdam (Live) \n", + "162 Totally Stripped (Live) \n", + "163 Totally Stripped - Amsterdam (Live) \n", + "164 Totally Stripped (Live) \n", + "165 Totally Stripped (Live) \n", + "166 Some Girls: Live In Texas '78 \n", + "167 Totally Stripped - Amsterdam (Live) \n", + "168 Steel Wheels (Remastered 2009) \n", + "169 Totally Stripped - Amsterdam (Live) \n", + "170 Ladies & Gentlemen (Live) \n", + "171 Totally Stripped (Live) \n", + "172 Ladies & Gentlemen (Live) \n", + "173 Totally Stripped (Live) \n", + "174 Totally Stripped - Amsterdam (Live) \n", + "175 Tattoo You (2009 Re-Mastered) \n", + "176 Some Girls: Live In Texas '78 \n", + "177 Ladies & Gentlemen (Live) \n", + "178 Totally Stripped (Live) \n", + "179 Live At The Checkerboard Lounge \n", + "180 Totally Stripped - Amsterdam (Live) \n", + "181 Totally Stripped - Amsterdam (Live) \n", + "182 Totally Stripped (Live) \n", + "\n", + " tt_name \n", + "0 Jumpin’ Jack Flash - Live \n", + "1 Key To The Highway - Piano Instrumental \n", + "2 Jumpin' Jack Flash - Live \n", + "3 Jumpin’ Jack Flash - Live \n", + "4 You Got Me Rockin’ - Live \n", + "5 Jumpin' Jack Flash - Live \n", + "6 Jumpin' Jack Flash - Live \n", + "7 Jumpin’ Jack Flash - Live \n", + "8 Jumpin’ Jack Flash - Live \n", + "9 Jumpin' Jack Flash - Live \n", + "10 Jumpin' Jack Flash - Live \n", + "11 Jumpin’ Jack Flash - Live \n", + "12 Respectable - Live \n", + "13 Respectable - Live \n", + "14 Beast Of Burden - Live \n", + "15 Beast Of Burden - Live \n", + "16 Beast Of Burden - Live \n", + "17 Shattered - Live \n", + "18 Shattered - Live \n", + "19 Miss You - Remastered \n", + "20 Miss You - Live \n", + "21 Miss You - Live \n", + "22 Miss You - Live \n", + "23 Miss You - Live \n", + "24 When The Whip Comes Down - Remastered \n", + "25 When The Whip Comes Down - Live \n", + "26 Just My Imagination (Running Away With Me) - R... \n", + "27 Some Girls - Remastered \n", + "28 Lies - Remastered \n", + "29 Far Away Eyes - Live \n", + ".. ... \n", + "153 All Down The Line - Live \n", + "154 Shattered - Live \n", + "155 Beast Of Burden - Live \n", + "156 Beast Of Burden - Live \n", + "157 Let It Bleed - Live \n", + "158 Angie - Live \n", + "159 Wild Horses - Live \n", + "160 Shine A Light - Live \n", + "161 Shine A Light - Live \n", + "162 Like A Rolling Stone - Live \n", + "163 Like A Rolling Stone - Live \n", + "164 I Go Wild - Live \n", + "165 Miss You - Live \n", + "166 Miss You - Live \n", + "167 Connection - Live \n", + "168 Slipping Away - Remastered \n", + "169 Slipping Away - Live \n", + "170 Midnight Rambler - Live \n", + "171 Midnight Rambler - Live \n", + "172 Rip This Joint - Live \n", + "173 Rip This Joint - Live \n", + "174 Rip This Joint - Live \n", + "175 Start Me Up - Remastered \n", + "176 Brown Sugar - Live \n", + "177 Brown Sugar - Live \n", + "178 Brown Sugar - Live \n", + "179 Mannish Boy - Live \n", + "180 All Down The Line - Live \n", + "181 Beast Of Burden - Live \n", + "182 Miss You - Live \n", + "\n", + "[183 rows x 6 columns]" ] }, "execution_count": 104, @@ -11308,1115 +16652,696 @@ } ], "source": [ - "results[results['artist_name'] == 'Radiohead'].sort_values('gloom', ascending=True).head(10)" + "pd.DataFrame(list({'_id': t['_id'], 'ctitle': t['ctitle'], 't_name': t['name'], 't_alb': t['album']['name'],\n", + " 'tt_name': tt['name'], 'tt_alb': tt['album']['name']}\n", + " for t in tracks.find({'artist_id': stones_id, 'ignore': {'$exists': False}}, \n", + " ['name', 'ctitle', 'album_id', 'album.name'])\n", + " for tt in tracks.find({'ctitle': t['ctitle'], \n", + " 'album_id': {'$lt': t['album_id']},\n", + " 'ignore': {'$exists': False}}, \n", + " ['name', 'ctitle', 'album.name', 'album_id'])))" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 105, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(set(), set())" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "### Contrasting songs\n", - "Going back to the scatter plot of negativity against valence, there are some songs with a high valence (i.e. sound happy) with a high negativity (i.e. sad words). This seems unusual. What songs are they?\n", - "\n", - "* [Top](#top)\n", + "# Dirty Work and Dirty Work Remastered\n", + "dw = set(t['ctitle'] for t in tracks.find({'album_id': '1TpcI1LEFVhBvDPSTMPGFG'}))\n", + "dwd = set(t['ctitle'] for t in tracks.find({'album_id': '1WSfNoPDPzgyKFN6OSYWUx'}))\n", "\n", - "These are the songs I mean:" + "dw - dwd, dwd - dw" ] }, { "cell_type": "code", - "execution_count": 105, - "metadata": { - "collapsed": false - }, + "execution_count": 106, + "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEPCAYAAABY9lNGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlIiCEARBEJT8f2yXnXTotlJgAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "(set(),\n", + " {'claudine',\n", + " 'do you think i really care',\n", + " 'dont be a stranger',\n", + " 'i love you too much',\n", + " 'keep up blues',\n", + " 'no spare parts',\n", + " 'petrol blues',\n", + " 'so young',\n", + " 'tallahassee lassie',\n", + " 'we had it all',\n", + " 'when youre gone',\n", + " 'you win again'})" ] }, + "execution_count": 106, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "plt.scatter(beatles_df['valence'], beatles_df['neg'], color='blue')\n", - "plt.scatter(radiohead_df['valence'], radiohead_df['neg'], color='red')\n", - "plt.xlabel('Valence')\n", - "plt.ylabel('Sentiment negativity')\n", + "# Some Girls and Some Girls Deluxe\n", + "sg = set(t['ctitle'] for t in tracks.find({'album_id': '54sqbAXxR1jFfyXb1WvrHK'}))\n", + "sgd = set(t['ctitle'] for t in tracks.find({'album_id': '6FjXxl9VLURGuubdXUn2J3'}))\n", "\n", - "ax = plt.gca()\n", - "circ = plt.Circle((0.9, 0.8), radius=0.15, color='g', fill=False, linewidth=5)\n", - "ax.add_patch(circ)\n", - "\n", - "plt.show()" + "sg - sgd, sgd - sg" ] }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 107, + "metadata": {}, + "outputs": [], + "source": [ + "for a in ['1TpcI1LEFVhBvDPSTMPGFG', '54sqbAXxR1jFfyXb1WvrHK']:\n", + " tracks.update_many({'album_id': a}, {'$set': {'ignore': True}})" + ] + }, + { + "cell_type": "code", + "execution_count": 108, "metadata": { - "collapsed": false, - "scrolled": true + "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", " \n", " \n", " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
_idartist_namelyrical_densitynamenegvalencescaled_ldgloomrelease_date
237pQAq14Z73YUFMtxCyt0bG05XfJmldgWzrc1AIdbBaVZnThe Beatles1.516618Can't Buy Me Love - Remastered 20150.7383870.9570.5213430.202768Live At The Hollywood Bowl2016-09-09
281dfuJYDSIc41cw5RPsaCF115ju5Ouzan3QwXqQt1TihbhThe Beatles1.651824Help! - Remastered 20150.8239150.8100.5708700.2759421 (Remastered)2000-11-13
340TRkjwb4uY3CHb5zhr9bBd22pCqZLeavM2BMovJXsJEIVThe Beatles1.628703Eleanor Rigby - Remastered 20150.8032320.8450.5624010.259783Let It Be (Remastered)1970-05-08
4657n1teNb2tkcfiYagPmUWr32Pqkn9Dq2DFtdfkKAeqgMdThe Beatles0.885556Two Of Us - Remastered 20090.7110800.9230.2901790.130498Abbey Road (Remastered)1969-09-26
544311wT21Et0q3vepFwXjTu447bcKzmKgmMPHXNVOWpLiuThe Beatles0.718556One After 909 - Remastered 20090.8657370.9040.2290050.136137Yellow Submarine (Remastered)1969-01-17
6867jL5ZAf8hNsRZrfBHNuBT503Qh833fEdVT30Pfs93ea6The Beatles1.277562Mean Mr Mustard - Remastered 20090.7006310.9670.4337740.161301The Beatles (Remastered)1968-11-22
933OSi8ehmSWLTD5KatlzX8r66P9yO0ukhOx3dvmhGKeYoCThe Beatles0.733338Don't Pass Me By - Remastered 20090.8578310.9480.2344200.120451Magical Mystery Tour (Remastered)1967-11-27
944zExFATo8xg8qFfR4H1ZAn71PULmKbHeOqlkIwcDMNwD4The Beatles1.364176Why Don't We Do It In The Road? - Remastered 20090.7932420.9510.4655020.197723Sgt. Pepper's Lonely Hearts Club Band (Remaste...1967-06-01
13477f3aNeabAbOaSB32Sd5QE80PYyrqs9NXtxPhf0CZkq2LThe Beatles1.620131Eleanor Rigby - Remastered 20090.8032320.8210.5592610.264054Revolver (Remastered)1966-08-05
16867tvBtAhsfHBFpuqJ13ZUq93OdI6e43crvyAHhaqpxSyzThe Beatles0.924368Act Naturally - Remastered 20090.7226190.9460.3043960.128762Rubber Soul (Remastered)1965-12-03
1701k9tpndMDRwLkNt67Dlg021019K3IHYeVkUTjcBHGfbCOiThe Beatles1.408837You Like Me Too Much - Remastered 20090.7734060.9000.4818620.212244Help! (Remastered)1965-08-06
17267VdmhC89bZ6yK2XRys0lA117BgGBZndAvDlKOcwe5rscZThe Beatles1.087652I've Just Seen A Face - Remastered 20090.8052040.9170.3642080.173016Beatles For Sale (Remastered)1964-12-04
175009oOX7tpCPLzRL9AFiBS81271Mwd9tntFQYUk4k2DwA0DThe Beatles1.242035No Reply - Remastered 20090.7819420.8730.4207610.201287A Hard Day's Night (Remastered)1964-07-10
1765zs8tSd7ZvwBgr4NUmF5zMThe Beatles0.959827I'm A Loser - Remastered 20090.8121140.8430.3173850.182462131DBkJIEoeHrTX4WCBQGcCiRadioheadThe King Of Limbs2011-02-18
1773mKtIanz0poYgLnRxZrfBO143nkEsxmIX0zRNXGAexaHAnThe Beatles1.501767Baby's In Black - Remastered 20090.8200880.8620.5159030.244945With The Beatles (Remastered)1963-11-22
18533BGv6xzxHh5E7v3r1hJLL157gDXyW16byCQOgK965BRznThe Beatles1.314197I Don't Want To Spoil The Party - Remastered 20090.8178010.8960.4471940.211604Please Please Me (Remastered)1963-03-22
1862YHzfuuDFXzoELxJnqM4atThe Beatles0.626500What You're Doing - Remastered 20090.7519890.8310.1952840.141424166vuykQgDLUCiZ7YggIpLM9RadioheadA Moon Shaped Pool2016-05-08
1873EbGioQyKyf4dycuiPOg3kThe Beatles0.438356Everybody's Trying To Be My Baby - Remastered ...0.8669850.9370.1263650.0822981747xaqCsJcYFWqD1gwujl1TRadioheadTKOL RMX 12345672011-10-10
18869d54YOS8TOQiUYjX57XeAThe Beatles1.601816A Hard Day's Night - Remastered 20090.8333090.8020.5525520.274521187eyQXxuf2nGj9d2367Gi5fRadioheadIn Rainbows2007-12-28
1934G5YzDD1nCUPwt5y1LQovFThe Beatles0.901370Tell Me Why - Remastered 20090.8499700.8190.2959720.1894981936lJLPoPPOKNFddTAcirncRadioheadIn Rainbows Disk 22007
1947KmRz1oKEwgj9qpfn72OfOThe Beatles1.509096Can't Buy Me Love - Remastered 20090.7383870.8540.5185880.226602206Eo5EkmdLvZrONzi046iC2RadioheadCom Lag: 2+2=52004-03-24
1963Aqo28W4LLAolYpN3duVJlThe Beatles1.349222I'll Cry Instead - Remastered 20090.8637720.9610.4600240.209207211oW3v5Har9mvXnGk0x4fHmRadioheadHail To the Thief2003
1994dyALlslhDEzwSEr7GteXaThe Beatles1.246021You Can't Do That - Remastered 20090.7274560.9620.4222210.164551226svTt5o2lUgIrgYDKVmdnDRadioheadI Might Be Wrong2001
2085tNjuWwp6FxuWCrKQAMBTjThe Beatles0.959614It Won't Be Long - Remastered 20090.7833880.8680.3173070.169345236V9YnBmFjWmXCBaUVRCVXPRadioheadAmnesiac2001-03-12
2091JPTCjLHEtqofOFmHsfiAHThe Beatles1.036117All I've Got To Do - Remastered 20090.7211910.8760.3453310.1651142419RUXBFyM4PpmrLRdtqWbpRadioheadKid A2000-10-01
2110lLeGCsQlAbEjQBPQQxQ1bThe Beatles0.998293Don't Bother Me - Remastered 20090.8248790.9210.3314760.163120257dxKtc08dYeRVHt3p9CZJnRadioheadOK Computer1997-05-28
21255nE9EppLFdb0I1HBg2O2mThe Beatles0.695489Little Child - Remastered 20090.8488860.8780.2205550.14115926500FEaUzn8lN9zWFyZG5C2RadioheadThe Bends1995-03-28
2145IIBY9M2GxHcVja6DA6wsFThe Beatles1.362221Please Mister Postman - Remastered 20090.8152010.9620.4647860.199616276400dnyeDyD2mIFHfkwHXNRadioheadPablo Honey1993-02-22
2166xJSJpO6HJwHhu7UaIc8qRThe Beatles0.585885Hold Me Tight - Remastered 20090.8048700.9630.1804060.087764284g9Jfls8z2nbQxj5PiXkiyThe Rolling StonesBlue & Lonesome2016-12-02
294fhWcu56Bbh5wALuTouFVWThe Rolling StonesHavana Moon (Live)2016-11-11
...............
323CHu7qW160uqPZHW3TMZ1lThe Rolling StonesShine A Light2008-01-01
334FTHynKEtuP7eppERNfjyGThe Rolling StonesA Bigger Bang (2009 Re-Mastered)2005-09-05
3450UGtgNA5bq1c0BDjPfmbDThe Rolling StonesLive Licks2004-11-01
350ZGddnvcVzHVHfE3WW1tV5The Rolling StonesBridges To Babylon (Remastered)1997-09-29
364M8Q1L9PZq0xK5tLUpO3jdThe Rolling StonesStripped1995-01-13
2193Ltllbv2lbpjP6NgPMNiFgThe Beatles1.101133Devil In Her Heart - Remastered 20090.7792200.9640.3691470.1551793762ZT16LY1phGM0O8x5qW1zThe Rolling StonesVoodoo Lounge (Remastered 2009)1994-07-11
2205VsIn7QQqcacePIb0vO0owThe Beatles0.465201Not A Second Time - Remastered 20090.7738050.9610.1361980.069540381W1UJulgICjFDyYIMUwRs7The Rolling StonesFlashpoint1991-04-02
22333OXG0RTtw0ycGza22tnF6The Beatles1.022599Misery - Remastered 20090.8142300.9020.3403790.1708953925mfHGJNQkluvIqedXHSx3The Rolling StonesSteel Wheels (2009 Re-Mastered)1989-08-29
2476dsq7Nt5mIFzvm5kIYNORyRadiohead0.67427215 Step0.8354880.8480.2127830.148717401TpcI1LEFVhBvDPSTMPGFGThe Rolling StonesDirty Work1986-03-24
25515ea10YpJIl3mJq75yzqsDRadiohead0.952216Jigsaw Falling Into Place0.7572250.8180.3145970.181482
\n", - "
" - ], - "text/plain": [ - " _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", - "93 3OSi8ehmSWLTD5KatlzX8r The Beatles 0.733338 \n", - "94 4zExFATo8xg8qFfR4H1ZAn The Beatles 1.364176 \n", - "134 77f3aNeabAbOaSB32Sd5QE The Beatles 1.620131 \n", - "168 67tvBtAhsfHBFpuqJ13ZUq The Beatles 0.924368 \n", - "170 1k9tpndMDRwLkNt67Dlg02 The Beatles 1.408837 \n", - "172 67VdmhC89bZ6yK2XRys0lA The Beatles 1.087652 \n", - "175 009oOX7tpCPLzRL9AFiBS8 The Beatles 1.242035 \n", - "176 5zs8tSd7ZvwBgr4NUmF5zM The Beatles 0.959827 \n", - "177 3mKtIanz0poYgLnRxZrfBO The Beatles 1.501767 \n", - "185 33BGv6xzxHh5E7v3r1hJLL The Beatles 1.314197 \n", - "186 2YHzfuuDFXzoELxJnqM4at The Beatles 0.626500 \n", - "187 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n", - "188 69d54YOS8TOQiUYjX57XeA The Beatles 1.601816 \n", - "193 4G5YzDD1nCUPwt5y1LQovF The Beatles 0.901370 \n", - "194 7KmRz1oKEwgj9qpfn72OfO The Beatles 1.509096 \n", - "196 3Aqo28W4LLAolYpN3duVJl The Beatles 1.349222 \n", - "199 4dyALlslhDEzwSEr7GteXa The Beatles 1.246021 \n", - "208 5tNjuWwp6FxuWCrKQAMBTj The Beatles 0.959614 \n", - "209 1JPTCjLHEtqofOFmHsfiAH The Beatles 1.036117 \n", - "211 0lLeGCsQlAbEjQBPQQxQ1b The Beatles 0.998293 \n", - "212 55nE9EppLFdb0I1HBg2O2m The Beatles 0.695489 \n", - "214 5IIBY9M2GxHcVja6DA6wsF The Beatles 1.362221 \n", - "216 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n", - "219 3Ltllbv2lbpjP6NgPMNiFg The Beatles 1.101133 \n", - "220 5VsIn7QQqcacePIb0vO0ow The Beatles 0.465201 \n", - "223 33OXG0RTtw0ycGza22tnF6 The Beatles 1.022599 \n", - "247 6dsq7Nt5mIFzvm5kIYNORy Radiohead 0.674272 \n", - "255 15ea10YpJIl3mJq75yzqsD Radiohead 0.952216 \n", - "\n", - " name neg valence \\\n", - "23 Can't Buy Me Love - Remastered 2015 0.738387 0.957 \n", - "28 Help! - Remastered 2015 0.823915 0.810 \n", - "34 Eleanor Rigby - Remastered 2015 0.803232 0.845 \n", - "46 Two Of Us - Remastered 2009 0.711080 0.923 \n", - "54 One After 909 - Remastered 2009 0.865737 0.904 \n", - "68 Mean Mr Mustard - Remastered 2009 0.700631 0.967 \n", - "93 Don't Pass Me By - Remastered 2009 0.857831 0.948 \n", - "94 Why Don't We Do It In The Road? - Remastered 2009 0.793242 0.951 \n", - "134 Eleanor Rigby - Remastered 2009 0.803232 0.821 \n", - "168 Act Naturally - Remastered 2009 0.722619 0.946 \n", - "170 You Like Me Too Much - Remastered 2009 0.773406 0.900 \n", - "172 I've Just Seen A Face - Remastered 2009 0.805204 0.917 \n", - "175 No Reply - Remastered 2009 0.781942 0.873 \n", - "176 I'm A Loser - Remastered 2009 0.812114 0.843 \n", - "177 Baby's In Black - Remastered 2009 0.820088 0.862 \n", - "185 I Don't Want To Spoil The Party - Remastered 2009 0.817801 0.896 \n", - "186 What You're Doing - Remastered 2009 0.751989 0.831 \n", - "187 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.937 \n", - "188 A Hard Day's Night - Remastered 2009 0.833309 0.802 \n", - "193 Tell Me Why - Remastered 2009 0.849970 0.819 \n", - "194 Can't Buy Me Love - Remastered 2009 0.738387 0.854 \n", - "196 I'll Cry Instead - Remastered 2009 0.863772 0.961 \n", - "199 You Can't Do That - Remastered 2009 0.727456 0.962 \n", - "208 It Won't Be Long - Remastered 2009 0.783388 0.868 \n", - "209 All I've Got To Do - Remastered 2009 0.721191 0.876 \n", - "211 Don't Bother Me - Remastered 2009 0.824879 0.921 \n", - "212 Little Child - Remastered 2009 0.848886 0.878 \n", - "214 Please Mister Postman - Remastered 2009 0.815201 0.962 \n", - "216 Hold Me Tight - Remastered 2009 0.804870 0.963 \n", - "219 Devil In Her Heart - Remastered 2009 0.779220 0.964 \n", - "220 Not A Second Time - Remastered 2009 0.773805 0.961 \n", - "223 Misery - Remastered 2009 0.814230 0.902 \n", - "247 15 Step 0.835488 0.848 \n", - "255 Jigsaw Falling Into Place 0.757225 0.818 \n", - "\n", - " scaled_ld gloom \n", - "23 0.521343 0.202768 \n", - "28 0.570870 0.275942 \n", - "34 0.562401 0.259783 \n", - "46 0.290179 0.130498 \n", - "54 0.229005 0.136137 \n", - "68 0.433774 0.161301 \n", - "93 0.234420 0.120451 \n", - "94 0.465502 0.197723 \n", - "134 0.559261 0.264054 \n", - "168 0.304396 0.128762 \n", - "170 0.481862 0.212244 \n", - "172 0.364208 0.173016 \n", - "175 0.420761 0.201287 \n", - "176 0.317385 0.182462 \n", - "177 0.515903 0.244945 \n", - "185 0.447194 0.211604 \n", - "186 0.195284 0.141424 \n", - "187 0.126365 0.082298 \n", - "188 0.552552 0.274521 \n", - "193 0.295972 0.189498 \n", - "194 0.518588 0.226602 \n", - "196 0.460024 0.209207 \n", - "199 0.422221 0.164551 \n", - "208 0.317307 0.169345 \n", - "209 0.345331 0.165114 \n", - "211 0.331476 0.163120 \n", - "212 0.220555 0.141159 \n", - "214 0.464786 0.199616 \n", - "216 0.180406 0.087764 \n", - "219 0.369147 0.155179 \n", - "220 0.136198 0.069540 \n", - "223 0.340379 0.170895 \n", - "247 0.212783 0.148717 \n", - "255 0.314597 0.181482 " - ] - }, - "execution_count": 106, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "results[(results['valence'] > 0.8) & (results['neg'] > 0.7)]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "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": 107, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
_idartist_namelyrical_densitynamenegvalencescaled_ldgloomcomplexity411WSfNoPDPzgyKFN6OSYWUxThe Rolling StonesDirty Work (Remastered 2009)1986-03-24
1963Aqo28W4LLAolYpN3duVJlThe Beatles1.349222I'll Cry Instead - Remastered 20090.8637720.9610.4600240.2092070.83008542064eFGemsrDcMvgRZ0gqtwThe Rolling StonesUndercover (2009 Re-Mastered)1983-11-07
933OSi8ehmSWLTD5KatlzX8rThe Beatles0.733338Don't Pass Me By - Remastered 20090.8578310.9480.2344200.1204510.813223430hxrNynMDh5QeyALlf1CdSThe Rolling StonesStill Life1982-06-01
1873EbGioQyKyf4dycuiPOg3kThe Beatles0.438356Everybody's Trying To Be My Baby - Remastered ...0.8669850.9370.1263650.0822980.812365441YvnuYGlblQ5vLnOhaZzpnThe Rolling StonesTattoo You (2009 Re-Mastered)1981-08-24
2145IIBY9M2GxHcVja6DA6wsFThe Beatles1.362221Please Mister Postman - Remastered 20090.8152010.9620.4647860.1996160.784223452wZgoXS06wSdu9C0ZJOvlcThe Rolling StonesEmotional Rescue (2009 Re-Mastered)1980-06-20
544311wT21Et0q3vepFwXjTuThe Beatles0.718556One After 909 - Remastered 20090.8657370.9040.2290050.1361370.7826264654sqbAXxR1jFfyXb1WvrHKThe Rolling StonesSome Girls1978-06-09
2166xJSJpO6HJwHhu7UaIc8qRThe Beatles0.585885Hold Me Tight - Remastered 20090.8048700.9630.1804060.0877640.775090476FjXxl9VLURGuubdXUn2J3The Rolling StonesSome Girls (Deluxe Version)1978-06-09
2110lLeGCsQlAbEjQBPQQxQ1bThe Beatles0.998293Don't Bother Me - Remastered 20090.8248790.9210.3314760.1631200.759713484jbWZmf7kRxCBD6tgVepYhSpice GirlsForever2000-11-06
944zExFATo8xg8qFfR4H1ZAnThe Beatles1.364176Why Don't We Do It In The Road? - Remastered 20090.7932420.9510.4655020.1977230.754373493sr6lAuO3nmB1u8ZuQgpiXSpice GirlsSpiceworld1997-11-03
2193Ltllbv2lbpjP6NgPMNiFgThe Beatles1.101133Devil In Her Heart - Remastered 20090.7792200.9640.3691470.1551790.751168503x2jF7blR6bFHtk4MccsyJSpice GirlsSpice1996-11-04
21255nE9EppLFdb0I1HBg2O2m513LXItxKnnJcEDc5QdTc00nThe Beatles0.695489Little Child - Remastered 20090.8488860.8780.2205550.1411590.745322
\n", - "
" - ], - "text/plain": [ - " _id artist_name lyrical_density \\\n", - "196 3Aqo28W4LLAolYpN3duVJl The Beatles 1.349222 \n", - "93 3OSi8ehmSWLTD5KatlzX8r The Beatles 0.733338 \n", - "187 3EbGioQyKyf4dycuiPOg3k The Beatles 0.438356 \n", - "214 5IIBY9M2GxHcVja6DA6wsF The Beatles 1.362221 \n", - "54 4311wT21Et0q3vepFwXjTu The Beatles 0.718556 \n", - "216 6xJSJpO6HJwHhu7UaIc8qR The Beatles 0.585885 \n", - "211 0lLeGCsQlAbEjQBPQQxQ1b The Beatles 0.998293 \n", - "94 4zExFATo8xg8qFfR4H1ZAn The Beatles 1.364176 \n", - "219 3Ltllbv2lbpjP6NgPMNiFg The Beatles 1.101133 \n", - "212 55nE9EppLFdb0I1HBg2O2m The Beatles 0.695489 \n", - "\n", - " name neg valence \\\n", - "196 I'll Cry Instead - Remastered 2009 0.863772 0.961 \n", - "93 Don't Pass Me By - Remastered 2009 0.857831 0.948 \n", - "187 Everybody's Trying To Be My Baby - Remastered ... 0.866985 0.937 \n", - "214 Please Mister Postman - Remastered 2009 0.815201 0.962 \n", - "54 One After 909 - Remastered 2009 0.865737 0.904 \n", - "216 Hold Me Tight - Remastered 2009 0.804870 0.963 \n", - "211 Don't Bother Me - Remastered 2009 0.824879 0.921 \n", - "94 Why Don't We Do It In The Road? - Remastered 2009 0.793242 0.951 \n", - "219 Devil In Her Heart - Remastered 2009 0.779220 0.964 \n", - "212 Little Child - Remastered 2009 0.848886 0.878 \n", - "\n", - " scaled_ld gloom complexity \n", - "196 0.460024 0.209207 0.830085 \n", - "93 0.234420 0.120451 0.813223 \n", - "187 0.126365 0.082298 0.812365 \n", - "214 0.464786 0.199616 0.784223 \n", - "54 0.229005 0.136137 0.782626 \n", - "216 0.180406 0.087764 0.775090 \n", - "211 0.331476 0.163120 0.759713 \n", - "94 0.465502 0.197723 0.754373 \n", - "219 0.369147 0.155179 0.751168 \n", - "212 0.220555 0.141159 0.745322 " - ] - }, - "execution_count": 107, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "results['complexity'] = results['valence'] * results['neg']\n", - "results.sort_values('complexity', ascending=False).head(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There's possibly something in it. The most \"complex\" song has a very upbeat pop tune and very sad lyrics. The others are similarly interesting.\n", - "\n", - "What about the least \"complex\" songs?" - ] - }, - { - "cell_type": "code", - "execution_count": 108, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - "
_idartist_namelyrical_densitynamenegvalencescaled_ldgloomcomplexitySgt. Pepper's Lonely Hearts Club Band (Deluxe ...1967-06-01
2436f6pEjgfTtuRROmJ4a7Gf3Radiohead0.393192The Numbers0.2920080.05450.1098210.4368660.015914527Hk1X2BCADxuR9saTIKfOWThe Rolling StonesOn Air (Deluxe)2017-12-01
1460agoaPIy92gPZ6zRhqXarEThe Beatles0.634931Tomorrow Never Knows - Remastered 20090.3435990.05560.1983720.4126090.019104536iCIB08bkoitQOL5y2uEsMThe Rolling StonesSticky Fingers Live At The Fonda Theatre2017-09-29
24601ZpFhrMMqKPVCwyqXneVpRadiohead0.218723True Love Waits0.5322060.03780.0459110.4712290.0201175434d9ClCaKRoQ8pMeJ9GfvtThe Rolling StonesLadies & Gentlemen (Live)2017-06-07
27253RYTfkLiyZuUZHwJC3WmmRadiohead0.276367We Suck Young Blood0.5353580.03780.0670270.4667950.020237550aWIIpfY32rT1i3yO9LROlThe Rolling StonesTotally Stripped (Live)2016-06-17
2970COiZ7ncho2yi4HotbzgPvRadiohead0.349157Motion Picture Soundtrack0.5768080.04250.0936900.4609160.024514565D7RtaChuvF0Av1xXT3acuThe Rolling StonesTotally Stripped - Brixton (Live)2016-06-06
2453cual6JOG286qZJmCxKRATRadiohead0.332577Tinker Tailor Soldier Sailor Rich Man Poor Man...0.4773220.05170.0876170.4535170.024678572b3y5k1DchDACjH5KMlgQvThe Rolling StonesTotally Stripped - Amsterdam (Live)2016-06-03
30975YUnz58ajMo2VIIuUFvOVRadiohead0.248061The Tourist0.6678640.04000.0566580.4717240.026715583wkyUMDuH56iNaSxKvukaxThe Rolling StonesTotally Stripped - Paris (Live)2016-05-20
2685olWalQH1oVza5D6xJg4oXRadiohead0.216752Sail To The Moon0.6057980.04580.0451890.4692280.027746596hB5kO3oV3tlnblCNSSA9ZMuddy WatersLive At The Checkerboard Lounge2012-07-09
2563uxhyRdWVXp7GQvERQl6fARadiohead0.382643Videotape0.6529620.04680.1059570.4606940.030559603yNf6JVyEEqvM4OqKEmZSCMuddy WatersLive At The Checkerboard Lounge2012-07-09
1120ttMfoND7IQqFSMVOPkELCThe Beatles0.799772Blue Jay Way - Remastered 20090.8124900.03800.2587550.4616570.030875612gCp8kyDcL93s4kVP4VMTCThe Rolling StonesSome Girls: Live In Texas '782011-11-21
\n", - "
" - ], - "text/plain": [ - " _id artist_name lyrical_density \\\n", - "243 6f6pEjgfTtuRROmJ4a7Gf3 Radiohead 0.393192 \n", - "146 0agoaPIy92gPZ6zRhqXarE The Beatles 0.634931 \n", - "246 01ZpFhrMMqKPVCwyqXneVp Radiohead 0.218723 \n", - "272 53RYTfkLiyZuUZHwJC3Wmm Radiohead 0.276367 \n", - "297 0COiZ7ncho2yi4HotbzgPv Radiohead 0.349157 \n", - "245 3cual6JOG286qZJmCxKRAT Radiohead 0.332577 \n", - "309 75YUnz58ajMo2VIIuUFvOV Radiohead 0.248061 \n", - "268 5olWalQH1oVza5D6xJg4oX Radiohead 0.216752 \n", - "256 3uxhyRdWVXp7GQvERQl6fA Radiohead 0.382643 \n", - "112 0ttMfoND7IQqFSMVOPkELC The Beatles 0.799772 \n", - "\n", - " name neg valence \\\n", - "243 The Numbers 0.292008 0.0545 \n", - "146 Tomorrow Never Knows - Remastered 2009 0.343599 0.0556 \n", - "246 True Love Waits 0.532206 0.0378 \n", - "272 We Suck Young Blood 0.535358 0.0378 \n", - "297 Motion Picture Soundtrack 0.576808 0.0425 \n", - "245 Tinker Tailor Soldier Sailor Rich Man Poor Man... 0.477322 0.0517 \n", - "309 The Tourist 0.667864 0.0400 \n", - "268 Sail To The Moon 0.605798 0.0458 \n", - "256 Videotape 0.652962 0.0468 \n", - "112 Blue Jay Way - Remastered 2009 0.812490 0.0380 \n", - "\n", - " scaled_ld gloom complexity \n", - "243 0.109821 0.436866 0.015914 \n", - "146 0.198372 0.412609 0.019104 \n", - "246 0.045911 0.471229 0.020117 \n", - "272 0.067027 0.466795 0.020237 \n", - "297 0.093690 0.460916 0.024514 \n", - "245 0.087617 0.453517 0.024678 \n", - "309 0.056658 0.471724 0.026715 \n", - "268 0.045189 0.469228 0.027746 \n", - "256 0.105957 0.460694 0.030559 \n", - "112 0.258755 0.461657 0.030875 " - ] - }, - "execution_count": 108, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "results.sort_values('complexity', ascending=True).head(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Interestingly, all of the \"complex\" songs are by The Beatles, while most of the least \"complex\" songs are by Radiohead. How true is that for all songs?" - ] - }, - { - "cell_type": "code", - "execution_count": 109, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 109, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhfx/+y1eYdT8898AAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "results[results['artist_name'] == 'The Beatles']['complexity'].hist(alpha=0.5, color='blue')\n", - "results[results['artist_name'] == 'Radiohead']['complexity'].hist(alpha=0.5, color='red')" - ] - }, - { - "cell_type": "code", - "execution_count": 110, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [], - "source": [ - "# Push the results back into the database\n", - "for row in results.itertuples():\n", - " tracks.update_one({'_id': row[1]}, {'$set': {'complexity': row.complexity}})" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Average gloom per album\n", - "How close can we easily get to the final plot at the end of the fitteR happieR post?\n", - "\n", - "First, we find average gloom per album.\n", - "\n", - "* [Top](#top)" - ] - }, - { - "cell_type": "code", - "execution_count": 111, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [ - { - "data": { + "\n", + "

62 rows × 4 columns

\n", + "
" + ], "text/plain": [ - "defaultdict(int,\n", - " {'03Qh833fEdVT30Pfs93ea6': 0.24623580565335343,\n", - " '0PYyrqs9NXtxPhf0CZkq2L': 0.23500175198141857,\n", - " '19K3IHYeVkUTjcBHGfbCOi': 0.22062175593822878,\n", - " '19RUXBFyM4PpmrLRdtqWbp': 0.3431302979758603,\n", - " '1DBkJIEoeHrTX4WCBQGcCi': 0.28205809775367074,\n", - " '1PULmKbHeOqlkIwcDMNwD4': 0.2284613266716491,\n", - " '1oW3v5Har9mvXnGk0x4fHm': 0.31375539654482865,\n", - " '2Pqkn9Dq2DFtdfkKAeqgMd': 0.2884934384506727,\n", - " '2pCqZLeavM2BMovJXsJEIV': 0.2186076399504195,\n", - " '36lJLPoPPOKNFddTAcirnc': 0.3821905201779125,\n", - " '3OdI6e43crvyAHhaqpxSyz': 0.2121785350158011,\n", - " '3nkEsxmIX0zRNXGAexaHAn': 0.15291310732486194,\n", - " '47bcKzmKgmMPHXNVOWpLiu': 0.17887638062333686,\n", - " '500FEaUzn8lN9zWFyZG5C2': 0.3411762104912795,\n", - " '5XfJmldgWzrc1AIdbBaVZn': 0.2506029443837317,\n", - " '5ju5Ouzan3QwXqQt1Tihbh': 0.22464122677656365,\n", - " '6400dnyeDyD2mIFHfkwHXN': 0.34531516064731943,\n", - " '6Eo5EkmdLvZrONzi046iC2': 0.25747581401566805,\n", - " '6P9yO0ukhOx3dvmhGKeYoC': 0.2684584850649835,\n", - " '6V9YnBmFjWmXCBaUVRCVXP': 0.37361679839282097,\n", - " '6vuykQgDLUCiZ7YggIpLM9': 0.3823911679811044,\n", - " '71Mwd9tntFQYUk4k2DwA0D': 0.21540669157651762,\n", - " '7BgGBZndAvDlKOcwe5rscZ': 0.1751092911259364,\n", - " '7dxKtc08dYeRVHt3p9CZJn': 0.35290227411012665,\n", - " '7eyQXxuf2nGj9d2367Gi5f': 0.3242377357445757,\n", - " '7gDXyW16byCQOgK965BRzn': 0.1772079427962885})" + " _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", + ".. ... ... \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", + "48 4jbWZmf7kRxCBD6tgVepYh Spice Girls \n", + "49 3sr6lAuO3nmB1u8ZuQgpiX Spice Girls \n", + "50 3x2jF7blR6bFHtk4MccsyJ Spice Girls \n", + "51 3LXItxKnnJcEDc5QdTc00n The Beatles \n", + "52 7Hk1X2BCADxuR9saTIKfOW The Rolling Stones \n", + "53 6iCIB08bkoitQOL5y2uEsM The Rolling Stones \n", + "54 34d9ClCaKRoQ8pMeJ9Gfvt The Rolling Stones \n", + "55 0aWIIpfY32rT1i3yO9LROl The Rolling Stones \n", + "56 5D7RtaChuvF0Av1xXT3acu The Rolling Stones \n", + "57 2b3y5k1DchDACjH5KMlgQv The Rolling Stones \n", + "58 3wkyUMDuH56iNaSxKvukax The Rolling Stones \n", + "59 6hB5kO3oV3tlnblCNSSA9Z Muddy Waters \n", + "60 3yNf6JVyEEqvM4OqKEmZSC Muddy Waters \n", + "61 2gCp8kyDcL93s4kVP4VMTC The Rolling Stones \n", + "\n", + " name release_date \n", + "0 Live At The Hollywood Bowl 2016-09-09 \n", + "1 1 (Remastered) 2000-11-13 \n", + "2 Let It Be (Remastered) 1970-05-08 \n", + "3 Abbey Road (Remastered) 1969-09-26 \n", + "4 Yellow Submarine (Remastered) 1969-01-17 \n", + "5 The Beatles (Remastered) 1968-11-22 \n", + "6 Magical Mystery Tour (Remastered) 1967-11-27 \n", + "7 Sgt. Pepper's Lonely Hearts Club Band (Remaste... 1967-06-01 \n", + "8 Revolver (Remastered) 1966-08-05 \n", + "9 Rubber Soul (Remastered) 1965-12-03 \n", + "10 Help! (Remastered) 1965-08-06 \n", + "11 Beatles For Sale (Remastered) 1964-12-04 \n", + "12 A Hard Day's Night (Remastered) 1964-07-10 \n", + "13 The King Of Limbs 2011-02-18 \n", + "14 With The Beatles (Remastered) 1963-11-22 \n", + "15 Please Please Me (Remastered) 1963-03-22 \n", + "16 A Moon Shaped Pool 2016-05-08 \n", + "17 TKOL RMX 1234567 2011-10-10 \n", + "18 In Rainbows 2007-12-28 \n", + "19 In Rainbows Disk 2 2007 \n", + "20 Com Lag: 2+2=5 2004-03-24 \n", + "21 Hail To the Thief 2003 \n", + "22 I Might Be Wrong 2001 \n", + "23 Amnesiac 2001-03-12 \n", + "24 Kid A 2000-10-01 \n", + "25 OK Computer 1997-05-28 \n", + "26 The Bends 1995-03-28 \n", + "27 Pablo Honey 1993-02-22 \n", + "28 Blue & Lonesome 2016-12-02 \n", + "29 Havana Moon (Live) 2016-11-11 \n", + ".. ... ... \n", + "32 Shine A Light 2008-01-01 \n", + "33 A Bigger Bang (2009 Re-Mastered) 2005-09-05 \n", + "34 Live Licks 2004-11-01 \n", + "35 Bridges To Babylon (Remastered) 1997-09-29 \n", + "36 Stripped 1995-01-13 \n", + "37 Voodoo Lounge (Remastered 2009) 1994-07-11 \n", + "38 Flashpoint 1991-04-02 \n", + "39 Steel Wheels (2009 Re-Mastered) 1989-08-29 \n", + "40 Dirty Work 1986-03-24 \n", + "41 Dirty Work (Remastered 2009) 1986-03-24 \n", + "42 Undercover (2009 Re-Mastered) 1983-11-07 \n", + "43 Still Life 1982-06-01 \n", + "44 Tattoo You (2009 Re-Mastered) 1981-08-24 \n", + "45 Emotional Rescue (2009 Re-Mastered) 1980-06-20 \n", + "46 Some Girls 1978-06-09 \n", + "47 Some Girls (Deluxe Version) 1978-06-09 \n", + "48 Forever 2000-11-06 \n", + "49 Spiceworld 1997-11-03 \n", + "50 Spice 1996-11-04 \n", + "51 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... 1967-06-01 \n", + "52 On Air (Deluxe) 2017-12-01 \n", + "53 Sticky Fingers Live At The Fonda Theatre 2017-09-29 \n", + "54 Ladies & Gentlemen (Live) 2017-06-07 \n", + "55 Totally Stripped (Live) 2016-06-17 \n", + "56 Totally Stripped - Brixton (Live) 2016-06-06 \n", + "57 Totally Stripped - Amsterdam (Live) 2016-06-03 \n", + "58 Totally Stripped - Paris (Live) 2016-05-20 \n", + "59 Live At The Checkerboard Lounge 2012-07-09 \n", + "60 Live At The Checkerboard Lounge 2012-07-09 \n", + "61 Some Girls: Live In Texas '78 2011-11-21 \n", + "\n", + "[62 rows x 4 columns]" ] }, - "execution_count": 111, + "execution_count": 108, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "pipeline = [\n", - " {'$match': {'gloom': {'$exists': True}}},\n", - " {'$group': {'_id': '$album.id', 'avg_gloom': {'$avg': '$gloom'}}}]\n", - "album_glooms = collections.defaultdict(int, {a['_id']: a['avg_gloom'] for a in tracks.aggregate(pipeline)})\n", - "album_glooms" + "pd.DataFrame(list(albums.find({}, ['name', 'artist_name', 'release_date'])))" ] }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 109, "metadata": { - "collapsed": false, "scrolled": true }, "outputs": [ @@ -12424,1101 +17349,947 @@ "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
_idartist_namenamerelease_dategloomctitlet_albt_namett_albtt_name
157gDXyW16byCQOgK965BRznThe BeatlesPlease Please Me (Remastered)1963-03-220.17720802uO1HbJhQvmXpjclLmLEeKjumpin jack flashSome Girls: Live In Texas '78Jumpin' Jack Flash - LiveTotally Stripped (Live)Jumpin’ Jack Flash - Live
143nkEsxmIX0zRNXGAexaHAnThe BeatlesWith The Beatles (Remastered)1963-11-220.15291313v2SyLXNg7IY3I3N6QTZ45jumpin jack flashLadies & Gentlemen (Live)Jumpin' Jack Flash - LiveSome Girls: Live In Texas '78Jumpin' Jack Flash - Live
1271Mwd9tntFQYUk4k2DwA0DThe BeatlesA Hard Day's Night (Remastered)1964-07-100.21540723v2SyLXNg7IY3I3N6QTZ45jumpin jack flashLadies & Gentlemen (Live)Jumpin' Jack Flash - LiveTotally Stripped (Live)Jumpin’ Jack Flash - Live
117BgGBZndAvDlKOcwe5rscZThe BeatlesBeatles For Sale (Remastered)1964-12-040.17510935Y77giAAAmU9EpfHBDbBV8you got me rockinTotally Stripped - Brixton (Live)You Got Me Rockin’ - LiveTotally Stripped - Paris (Live)You Got Me Rockin’ - Live
1019K3IHYeVkUTjcBHGfbCOiThe BeatlesHelp! (Remastered)1965-08-060.22062241w9FiXsMcaxb5SD8vIZgm3jumpin jack flashTotally Stripped - Brixton (Live)Jumpin’ Jack Flash - LiveSome Girls: Live In Texas '78Jumpin' Jack Flash - Live
93OdI6e43crvyAHhaqpxSyzThe BeatlesRubber Soul (Remastered)1965-12-030.21217951w9FiXsMcaxb5SD8vIZgm3jumpin jack flashTotally Stripped - Brixton (Live)Jumpin’ Jack Flash - LiveLadies & Gentlemen (Live)Jumpin' Jack Flash - Live
80PYyrqs9NXtxPhf0CZkq2LThe BeatlesRevolver (Remastered)1966-08-050.23500261w9FiXsMcaxb5SD8vIZgm3jumpin jack flashTotally Stripped - Brixton (Live)Jumpin’ Jack Flash - LiveTotally Stripped (Live)Jumpin’ Jack Flash - Live
71PULmKbHeOqlkIwcDMNwD4The BeatlesSgt. Pepper's Lonely Hearts Club Band (Remaste...1967-06-010.2284611w9FiXsMcaxb5SD8vIZgm3jumpin jack flashTotally Stripped - Brixton (Live)Jumpin’ Jack Flash - LiveTotally Stripped - Paris (Live)Jumpin’ Jack Flash - Live
66P9yO0ukhOx3dvmhGKeYoCThe BeatlesMagical Mystery Tour (Remastered)1967-11-270.26845881tEdH58k6r4CvjEhmxxbMCjumpin jack flashTotally Stripped - Paris (Live)Jumpin’ Jack Flash - LiveSome Girls: Live In Texas '78Jumpin' Jack Flash - Live
503Qh833fEdVT30Pfs93ea6The BeatlesThe Beatles (Remastered)1968-11-220.24623691tEdH58k6r4CvjEhmxxbMCjumpin jack flashTotally Stripped - Paris (Live)Jumpin’ Jack Flash - LiveLadies & Gentlemen (Live)Jumpin' Jack Flash - Live
447bcKzmKgmMPHXNVOWpLiuThe BeatlesYellow Submarine (Remastered)1969-01-170.178876101tEdH58k6r4CvjEhmxxbMCjumpin jack flashTotally Stripped - Paris (Live)Jumpin’ Jack Flash - LiveTotally Stripped (Live)Jumpin’ Jack Flash - Live
32Pqkn9Dq2DFtdfkKAeqgMdThe BeatlesAbbey Road (Remastered)1969-09-260.288493115jWDi16gJx7N2oexwjGx5yintroductionLive At The Checkerboard LoungeIntroduction - LiveLive At The Checkerboard LoungeIntroduction - Live
22pCqZLeavM2BMovJXsJEIVThe BeatlesLet It Be (Remastered)1970-05-080.218608126M75z4blVIRMeWtjSU1UyRyou dont have to goLive At The Checkerboard LoungeYou Don't Have To Go - LiveLive At The Checkerboard LoungeYou Don't Have To Go - Live
276400dnyeDyD2mIFHfkwHXNRadioheadPablo Honey1993-02-220.345315136NqtddM4j4X9dG75yOmy0Syellow submarineYellow Submarine (Remastered)Yellow Submarine - RemasteredRevolver (Remastered)Yellow Submarine - Remastered
26500FEaUzn8lN9zWFyZG5C2RadioheadThe Bends1995-03-280.341176145EuraV2jbqB15ihd3d2Hexstrawberry fields foreverMagical Mystery Tour (Remastered)Strawberry Fields Forever - Remastered 2009Sgt. Pepper's Lonely Hearts Club Band (Deluxe ...Strawberry Fields Forever - Take 7
257dxKtc08dYeRVHt3p9CZJnRadioheadOK Computer1997-05-280.352902155EuraV2jbqB15ihd3d2Hexstrawberry fields foreverMagical Mystery Tour (Remastered)Strawberry Fields Forever - Remastered 2009Sgt. Pepper's Lonely Hearts Club Band (Deluxe ...Strawberry Fields Forever - Take 26
2419RUXBFyM4PpmrLRdtqWbpRadioheadKid A2000-10-010.343130165EuraV2jbqB15ihd3d2Hexstrawberry fields foreverMagical Mystery Tour (Remastered)Strawberry Fields Forever - Remastered 2009Sgt. Pepper's Lonely Hearts Club Band (Deluxe ...Strawberry Fields Forever - Stereo Mix 2015
15ju5Ouzan3QwXqQt1TihbhThe Beatles1 (Remastered)2000-11-130.224641175RStjc42UAYI2NMY3cYpgzpenny laneMagical Mystery Tour (Remastered)Penny Lane - Remastered 2009Sgt. Pepper's Lonely Hearts Club Band (Deluxe ...Penny Lane - Take 6 / Instrumental
226svTt5o2lUgIrgYDKVmdnDRadioheadI Might Be Wrong2001-01-010.000000185RStjc42UAYI2NMY3cYpgzpenny laneMagical Mystery Tour (Remastered)Penny Lane - Remastered 2009Sgt. Pepper's Lonely Hearts Club Band (Deluxe ...Penny Lane - Stereo Mix 2017
236V9YnBmFjWmXCBaUVRCVXPRadioheadAmnesiac2001-03-120.373617193xMSaDC9TU6AQJIsxQB7MKall you need is loveMagical Mystery Tour (Remastered)All You Need Is Love - Remastered 2009Yellow Submarine (Remastered)All You Need Is Love - Remastered
205pTWpY8l7B1XcQnijEFGFjmiss youSome Girls (Deluxe Version)Miss You - RemasteredTotally Stripped (Live)Miss You - Live
211oW3v5Har9mvXnGk0x4fHmRadioheadHail To the Thief2003-01-010.3137555pTWpY8l7B1XcQnijEFGFjmiss youSome Girls (Deluxe Version)Miss You - RemasteredTotally Stripped - Brixton (Live)Miss You - Live
206Eo5EkmdLvZrONzi046iC2RadioheadCom Lag: 2+2=52004-03-240.257476225pTWpY8l7B1XcQnijEFGFjmiss youSome Girls (Deluxe Version)Miss You - RemasteredTotally Stripped - Paris (Live)Miss You - Live
1936lJLPoPPOKNFddTAcirncRadioheadIn Rainbows Disk 22007-01-010.382191235pTWpY8l7B1XcQnijEFGFjmiss youSome Girls (Deluxe Version)Miss You - RemasteredSome Girls: Live In Texas '78Miss You - Live
187eyQXxuf2nGj9d2367Gi5fRadioheadIn Rainbows2007-12-280.324238244E8qFhiuYAWEYYAsYIf4dWwhen the whip comes downSome Girls (Deluxe Version)When The Whip Comes Down - RemasteredSome Girls: Live In Texas '78When The Whip Comes Down - Live
131DBkJIEoeHrTX4WCBQGcCiRadioheadThe King Of Limbs2011-02-180.282058254RlD0KvoqPZy5n9Zi76X9lfar away eyesSome Girls (Deluxe Version)Far Away Eyes - RemasteredSome Girls: Live In Texas '78Far Away Eyes - Live
2633PXyHrkIHxp6PBVPlQGx7respectableSome Girls (Deluxe Version)Respectable - RemasteredSome Girls: Live In Texas '78Respectable - Live
2733PXyHrkIHxp6PBVPlQGx7respectableSome Girls (Deluxe Version)Respectable - RemasteredTotally Stripped - Amsterdam (Live)Respectable - Live
1747xaqCsJcYFWqD1gwujl1TRadioheadTKOL RMX 12345672011-10-100.000000287pfVe0VrMK5QhTaAYzkuYnbeast of burdenSome Girls (Deluxe Version)Beast Of Burden - RemasteredTotally Stripped - Amsterdam (Live)Beast Of Burden - Live
166vuykQgDLUCiZ7YggIpLM9RadioheadA Moon Shaped Pool2016-05-080.382391297pfVe0VrMK5QhTaAYzkuYnbeast of burdenSome Girls (Deluxe Version)Beast Of Burden - RemasteredTotally Stripped - Paris (Live)Beast Of Burden - Live
05XfJmldgWzrc1AIdbBaVZnThe BeatlesLive At The Hollywood Bowl2016-09-090.250603
\n", - "
" - ], - "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", - "\n", - " name release_date gloom \n", - "15 Please Please Me (Remastered) 1963-03-22 0.177208 \n", - "14 With The Beatles (Remastered) 1963-11-22 0.152913 \n", - "12 A Hard Day's Night (Remastered) 1964-07-10 0.215407 \n", - "11 Beatles For Sale (Remastered) 1964-12-04 0.175109 \n", - "10 Help! (Remastered) 1965-08-06 0.220622 \n", - "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 0.352902 \n", - "24 Kid A 2000-10-01 0.343130 \n", - "1 1 (Remastered) 2000-11-13 0.224641 \n", - "22 I Might Be Wrong 2001-01-01 0.000000 \n", - "23 Amnesiac 2001-03-12 0.373617 \n", - "21 Hail To the Thief 2003-01-01 0.313755 \n", - "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", - "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 0.250603 " - ] - }, - "execution_count": 112, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "albums_df = pd.DataFrame(list(albums.find({}, ['release_date', 'name', 'artist_name'])))\n", - "\n", - "def try_date(d):\n", - " try:\n", - " return datetime.strptime(d, \"%Y-%m-%d\")\n", - " except ValueError:\n", - " return datetime.strptime(d, \"%Y\")\n", - "\n", - "albums_df['release_date'] = albums_df['release_date'].apply(lambda d: try_date(d))\n", - "albums_df['gloom'] = albums_df['_id'].apply(lambda i: album_glooms[i])\n", - "albums_df.sort_values('release_date', inplace=True)\n", - "albums_df" - ] - }, - { - "cell_type": "code", - "execution_count": 113, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD2CAYAAAAtW8c3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ng/4/Jzf7buWu9R8AAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots()\n", - "ax.plot_date(albums_df['release_date'], albums_df['gloom'])\n", - "\n", - "fig.autofmt_xdate()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "One thing that's noticable is the split in time between the groups, and the much shorter period the Beatles were active for." - ] - }, - { - "cell_type": "code", - "execution_count": 114, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - "
_idartist_namenamerelease_dategloom.....................
157gDXyW16byCQOgK965BRznThe BeatlesPlease Please Me (Remastered)1963-03-220.1772081491mnDusx7zn2yzmr42hUksErip this jointTotally Stripped - Paris (Live)Rip This Joint - LiveTotally Stripped (Live)Rip This Joint - Live
143nkEsxmIX0zRNXGAexaHAnThe BeatlesWith The Beatles (Remastered)1963-11-220.1529131501mnDusx7zn2yzmr42hUksErip this jointTotally Stripped - Paris (Live)Rip This Joint - LiveTotally Stripped - Amsterdam (Live)Rip This Joint - Live
1271Mwd9tntFQYUk4k2DwA0DThe BeatlesA Hard Day's Night (Remastered)1964-07-100.2154071515lWzRBoBzcfr1oNYNhR5acstart me upTotally Stripped - Paris (Live)Start Me Up - LiveTattoo You (2009 Re-Mastered)Start Me Up - Remastered
117BgGBZndAvDlKOcwe5rscZThe BeatlesBeatles For Sale (Remastered)1964-12-040.1751091524EllMMamxvLvwvOQLsyc9Wbrown sugarTotally Stripped - Paris (Live)Brown Sugar - LiveSome Girls: Live In Texas '78Brown Sugar - Live
1019K3IHYeVkUTjcBHGfbCOiThe BeatlesHelp! (Remastered)1965-08-060.2206221534EllMMamxvLvwvOQLsyc9Wbrown sugarTotally Stripped - Paris (Live)Brown Sugar - LiveLadies & Gentlemen (Live)Brown Sugar - Live
93OdI6e43crvyAHhaqpxSyzThe BeatlesRubber Soul (Remastered)1965-12-030.2121791544EllMMamxvLvwvOQLsyc9Wbrown sugarTotally Stripped - Paris (Live)Brown Sugar - LiveTotally Stripped (Live)Brown Sugar - Live
80PYyrqs9NXtxPhf0CZkq2LThe BeatlesRevolver (Remastered)1966-08-050.2350021551F69leTp8WQHMFVQ5gOtISmannish boyLive At The Checkerboard LoungeMannish Boy - LiveLive At The Checkerboard LoungeMannish Boy - Live
71PULmKbHeOqlkIwcDMNwD4The BeatlesSgt. Pepper's Lonely Hearts Club Band (Remaste...1967-06-010.2284611566dx6G9OexgRFCulfKI4sPNall down the lineSome Girls: Live In Texas '78All Down The Line - LiveTotally Stripped - Amsterdam (Live)All Down The Line - Live
66P9yO0ukhOx3dvmhGKeYoCThe BeatlesMagical Mystery Tour (Remastered)1967-11-270.26845815716FlhqpxLT6WTfiLVEZ7Vvbeast of burdenSome Girls: Live In Texas '78Beast Of Burden - LiveTotally Stripped - Amsterdam (Live)Beast Of Burden - Live
503Qh833fEdVT30Pfs93ea6The BeatlesThe Beatles (Remastered)1968-11-220.2462361585UXwp4rKvtXtKJpe0iIctMmiss youSome Girls: Live In Texas '78Miss You - LiveTotally Stripped (Live)Miss You - Live
447bcKzmKgmMPHXNVOWpLiuThe BeatlesYellow Submarine (Remastered)1969-01-170.1788761596bxyTE0a0SFneMeIxXDCm7sgt peppers lonely hearts club bandSgt. Pepper's Lonely Hearts Club Band (Deluxe ...Sgt. Pepper's Lonely Hearts Club Band - RemixSgt. Pepper's Lonely Hearts Club Band (Remaste...Sgt. Pepper's Lonely Hearts Club Band - Remast...
32Pqkn9Dq2DFtdfkKAeqgMdThe BeatlesAbbey Road (Remastered)1969-09-260.2884931606bxyTE0a0SFneMeIxXDCm7sgt peppers lonely hearts club bandSgt. Pepper's Lonely Hearts Club Band (Deluxe ...Sgt. Pepper's Lonely Hearts Club Band - RemixSgt. Pepper's Lonely Hearts Club Band (Remaste...Sgt. Pepper's Lonely Hearts Club Band - Repris...
22pCqZLeavM2BMovJXsJEIVThe BeatlesLet It Be (Remastered)1970-05-080.2186081614sOAk2nNTildSyJSLSlXuGwith a little help from my friendsSgt. Pepper's Lonely Hearts Club Band (Deluxe ...With A Little Help From My Friends - RemixSgt. Pepper's Lonely Hearts Club Band (Remaste...With A Little Help From My Friends - Remastered
\n", - "
" - ], - "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", - "\n", - " name release_date gloom \n", - "15 Please Please Me (Remastered) 1963-03-22 0.177208 \n", - "14 With The Beatles (Remastered) 1963-11-22 0.152913 \n", - "12 A Hard Day's Night (Remastered) 1964-07-10 0.215407 \n", - "11 Beatles For Sale (Remastered) 1964-12-04 0.175109 \n", - "10 Help! (Remastered) 1965-08-06 0.220622 \n", - "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 " - ] - }, - "execution_count": 114, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "beatles_df = albums_df[albums_df['release_date'] < datetime(1971, 1, 1)]\n", - "beatles_df" - ] - }, - { - "cell_type": "code", - "execution_count": 115, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXEAAAD2CAYAAAAgRbdwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\noB8AAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots()\n", - "ax.plot_date(beatles_df['release_date'].values, beatles_df['gloom'].values, linestyle='-')\n", - "\n", - "fig.autofmt_xdate()\n", - "\n", - "for a in beatles_df.itertuples():\n", - " for t in tracks.find({'album.id': a[1], 'gloom': {'$exists': True}}):\n", - " ax.scatter(a.release_date, t['gloom'])\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 116, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
_idartist_namenamerelease_dategloom
1627jqsBIOx7CGhtNPNYxBWIjlucy in the sky with diamondsSgt. Pepper's Lonely Hearts Club Band (Deluxe ...Lucy In The Sky With Diamonds - RemixSgt. Pepper's Lonely Hearts Club Band (Remaste...Lucy In The Sky With Diamonds - Remastered
276400dnyeDyD2mIFHfkwHXNRadioheadPablo Honey1993-02-220.3453151637FgFsmFqGDWduAW4vdgya1getting betterSgt. Pepper's Lonely Hearts Club Band (Deluxe ...Getting Better - RemixSgt. Pepper's Lonely Hearts Club Band (Remaste...Getting Better - Remastered
26500FEaUzn8lN9zWFyZG5C2RadioheadThe Bends1995-03-280.3411761644qYGe6lTon2cHuTQF45xovfixing a holeSgt. Pepper's Lonely Hearts Club Band (Deluxe ...Fixing A Hole - RemixSgt. Pepper's Lonely Hearts Club Band (Remaste...Fixing A Hole - Remastered
257dxKtc08dYeRVHt3p9CZJnRadioheadOK Computer1997-05-280.35290216555kc3bnwWdGFCqthgjqR9lshes leaving homeSgt. Pepper's Lonely Hearts Club Band (Deluxe ...She's Leaving Home - RemixSgt. Pepper's Lonely Hearts Club Band (Remaste...She's Leaving Home - Remastered
2419RUXBFyM4PpmrLRdtqWbpRadioheadKid A2000-10-010.3431301661Yk5EOxuBEClupjWcUX0Tibeing for the benefit of mr kiteSgt. Pepper's Lonely Hearts Club Band (Deluxe ...Being For The Benefit Of Mr. Kite! - RemixSgt. Pepper's Lonely Hearts Club Band (Remaste...Being For The Benefit Of Mr. Kite! - Remastered
236V9YnBmFjWmXCBaUVRCVXPRadioheadAmnesiac2001-03-120.3736171672UGZC7jvYr11WFSd6xvbk9within you without youSgt. Pepper's Lonely Hearts Club Band (Deluxe ...Within You Without You - RemixSgt. Pepper's Lonely Hearts Club Band (Remaste...Within You Without You - Remastered
211oW3v5Har9mvXnGk0x4fHmRadioheadHail To the Thief2003-01-010.31375516859dYBIJ4cOrjtgkuwUnqQqlovely ritaSgt. Pepper's Lonely Hearts Club Band (Deluxe ...Lovely Rita - RemixSgt. Pepper's Lonely Hearts Club Band (Remaste...Lovely Rita - Remastered
206Eo5EkmdLvZrONzi046iC2RadioheadCom Lag: 2+2=52004-03-240.2574761693pY5chBSUotRa6RoIfwJjcgood morning good morningSgt. Pepper's Lonely Hearts Club Band (Deluxe ...Good Morning Good Morning - RemixSgt. Pepper's Lonely Hearts Club Band (Remaste...Good Morning Good Morning - Remastered
1936lJLPoPPOKNFddTAcirncRadioheadIn Rainbows Disk 22007-01-010.3821911703ZFPe2aiLQuEfDxSqQstZpa day in the lifeSgt. Pepper's Lonely Hearts Club Band (Deluxe ...A Day In The Life - RemixSgt. Pepper's Lonely Hearts Club Band (Remaste...A Day In The Life - Remastered
187eyQXxuf2nGj9d2367Gi5fRadioheadIn Rainbows2007-12-280.3242381712BOawXVznHmi2KJzRFstBNsgt peppers lonely hearts club bandSgt. Pepper's Lonely Hearts Club Band (Deluxe ...Sgt. Pepper's Lonely Hearts Club Band - Take 9...Sgt. Pepper's Lonely Hearts Club Band (Remaste...Sgt. Pepper's Lonely Hearts Club Band - Remast...
131DBkJIEoeHrTX4WCBQGcCiRadioheadThe King Of Limbs2011-02-180.2820581722BOawXVznHmi2KJzRFstBNsgt peppers lonely hearts club bandSgt. Pepper's Lonely Hearts Club Band (Deluxe ...Sgt. Pepper's Lonely Hearts Club Band - Take 9...Sgt. Pepper's Lonely Hearts Club Band (Remaste...Sgt. Pepper's Lonely Hearts Club Band - Repris...
166vuykQgDLUCiZ7YggIpLM9RadioheadA Moon Shaped Pool2016-05-080.382391
\n", - "
" - ], - "text/plain": [ - " _id artist_name name release_date \\\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 0.352902 \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 " - ] - }, - "execution_count": 116, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "radiohead_df = albums_df[(albums_df['artist_name'] == 'Radiohead') & (albums_df['gloom'] > 0)]\n", - "radiohead_df" - ] - }, - { - "cell_type": "code", - "execution_count": 117, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD2CAYAAAAtW8c3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots()\n", - "ax.plot_date(radiohead_df['release_date'].values, radiohead_df['gloom'].values, linestyle='-')\n", - "\n", - "for a in radiohead_df.itertuples():\n", - " for t in tracks.find({'album.id': a[1], 'gloom': {'$exists': True}}):\n", - " ax.scatter(a.release_date, t['gloom'])\n", - "\n", - "fig.autofmt_xdate()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Complexity per album\n", - "Let's generate the same plots for \"complexity\" per album.\n", - "\n", - "* [Top](#top)" - ] - }, - { - "cell_type": "code", - "execution_count": 118, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "defaultdict(int,\n", - " {'03Qh833fEdVT30Pfs93ea6': 0.3031378075765009,\n", - " '0PYyrqs9NXtxPhf0CZkq2L': 0.3955461017790891,\n", - " '19K3IHYeVkUTjcBHGfbCOi': 0.49267873060230916,\n", - " '19RUXBFyM4PpmrLRdtqWbp': 0.19682403824100217,\n", - " '1DBkJIEoeHrTX4WCBQGcCi': 0.23682091199666255,\n", - " '1PULmKbHeOqlkIwcDMNwD4': 0.33137519763673373,\n", - " '1oW3v5Har9mvXnGk0x4fHm': 0.29898400325001767,\n", - " '2Pqkn9Dq2DFtdfkKAeqgMd': 0.28015413095314634,\n", - " '2pCqZLeavM2BMovJXsJEIV': 0.354664325706374,\n", - " '36lJLPoPPOKNFddTAcirnc': 0.1704162869852709,\n", - " '3OdI6e43crvyAHhaqpxSyz': 0.44772169900647624,\n", - " '3nkEsxmIX0zRNXGAexaHAn': 0.5849736696540723,\n", - " '47bcKzmKgmMPHXNVOWpLiu': 0.2953681657492741,\n", - " '500FEaUzn8lN9zWFyZG5C2': 0.23613033343466053,\n", - " '5XfJmldgWzrc1AIdbBaVZn': 0.3884655768099993,\n", - " '5ju5Ouzan3QwXqQt1Tihbh': 0.4001232105218359,\n", - " '6400dnyeDyD2mIFHfkwHXN': 0.22536295726702718,\n", - " '6Eo5EkmdLvZrONzi046iC2': 0.3776567485151355,\n", - " '6P9yO0ukhOx3dvmhGKeYoC': 0.2752720160835255,\n", - " '6V9YnBmFjWmXCBaUVRCVXP': 0.1561887159181926,\n", - " '6vuykQgDLUCiZ7YggIpLM9': 0.12056755508379578,\n", - " '71Mwd9tntFQYUk4k2DwA0D': 0.5490106468656754,\n", - " '7BgGBZndAvDlKOcwe5rscZ': 0.5087387310808495,\n", - " '7dxKtc08dYeRVHt3p9CZJn': 0.16146444373155444,\n", - " '7eyQXxuf2nGj9d2367Gi5f': 0.2913466657800584,\n", - " '7gDXyW16byCQOgK965BRzn': 0.4732550728695838})" - ] - }, - "execution_count": 118, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pipeline = [\n", - " {'$match': {'gloom': {'$exists': True}}},\n", - " {'$group': {'_id': '$album.id', 'avg_complexity': {'$avg': '$complexity'}}}]\n", - "album_complexities = collections.defaultdict(int, {a['_id']: a['avg_complexity'] for a in tracks.aggregate(pipeline)})\n", - "album_complexities" - ] - }, - { - "cell_type": "code", - "execution_count": 119, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
_idartist_namenamerelease_dategloomcomplexity1731alxZZpi5dBLcmV3WkYIzNwith a little help from my friendsSgt. Pepper's Lonely Hearts Club Band (Deluxe ...With A Little Help From My Friends - Take 1 / ...Sgt. Pepper's Lonely Hearts Club Band (Remaste...With A Little Help From My Friends - Remastered
157gDXyW16byCQOgK965BRznThe BeatlesPlease Please Me (Remastered)1963-03-220.1772080.4732551741k1kJBeaL3FCUG2vOJ1z0glucy in the sky with diamondsSgt. Pepper's Lonely Hearts Club Band (Deluxe ...Lucy In The Sky With Diamonds - Take 1Sgt. Pepper's Lonely Hearts Club Band (Remaste...Lucy In The Sky With Diamonds - Remastered
143nkEsxmIX0zRNXGAexaHAnThe BeatlesWith The Beatles (Remastered)1963-11-220.1529130.58497417542uZOBjvKNv4QKnBmjOwb0getting betterSgt. Pepper's Lonely Hearts Club Band (Deluxe ...Getting Better - Take 1 / Instrumental And Spe...Sgt. Pepper's Lonely Hearts Club Band (Remaste...Getting Better - Remastered
1271Mwd9tntFQYUk4k2DwA0DThe BeatlesA Hard Day's Night (Remastered)1964-07-100.2154070.5490111765JnPM6eKhHJtkWfS6ymUMFfixing a holeSgt. Pepper's Lonely Hearts Club Band (Deluxe ...Fixing A Hole - Speech And Take 3Sgt. Pepper's Lonely Hearts Club Band (Remaste...Fixing A Hole - Remastered
117BgGBZndAvDlKOcwe5rscZThe BeatlesBeatles For Sale (Remastered)1964-12-040.1751090.5087391773HEC6nzAo3U5z7blaCNBcFshes leaving homeSgt. Pepper's Lonely Hearts Club Band (Deluxe ...She's Leaving Home - Take 1 / InstrumentalSgt. Pepper's Lonely Hearts Club Band (Remaste...She's Leaving Home - Remastered
1019K3IHYeVkUTjcBHGfbCOiThe BeatlesHelp! (Remastered)1965-08-060.2206220.4926791783qchAN1uJ1KiF8yxmqb3Ovbeing for the benefit of mr kiteSgt. Pepper's Lonely Hearts Club Band (Deluxe ...Being For The Benefit Of Mr. Kite! - Take 4Sgt. Pepper's Lonely Hearts Club Band (Remaste...Being For The Benefit Of Mr. Kite! - Remastered
\n", + "

179 rows × 6 columns

\n", "
" ], "text/plain": [ - " _id artist_name name \\\n", - "15 7gDXyW16byCQOgK965BRzn The Beatles Please Please Me (Remastered) \n", - "14 3nkEsxmIX0zRNXGAexaHAn The Beatles With The Beatles (Remastered) \n", - "12 71Mwd9tntFQYUk4k2DwA0D The Beatles A Hard Day's Night (Remastered) \n", - "11 7BgGBZndAvDlKOcwe5rscZ The Beatles Beatles For Sale (Remastered) \n", - "10 19K3IHYeVkUTjcBHGfbCOi The Beatles Help! (Remastered) \n", - "\n", - " release_date gloom complexity \n", - "15 1963-03-22 0.177208 0.473255 \n", - "14 1963-11-22 0.152913 0.584974 \n", - "12 1964-07-10 0.215407 0.549011 \n", - "11 1964-12-04 0.175109 0.508739 \n", - "10 1965-08-06 0.220622 0.492679 " + " _id ctitle \\\n", + "0 2uO1HbJhQvmXpjclLmLEeK jumpin jack flash \n", + "1 3v2SyLXNg7IY3I3N6QTZ45 jumpin jack flash \n", + "2 3v2SyLXNg7IY3I3N6QTZ45 jumpin jack flash \n", + "3 5Y77giAAAmU9EpfHBDbBV8 you got me rockin \n", + "4 1w9FiXsMcaxb5SD8vIZgm3 jumpin jack flash \n", + "5 1w9FiXsMcaxb5SD8vIZgm3 jumpin jack flash \n", + "6 1w9FiXsMcaxb5SD8vIZgm3 jumpin jack flash \n", + "7 1w9FiXsMcaxb5SD8vIZgm3 jumpin jack flash \n", + "8 1tEdH58k6r4CvjEhmxxbMC jumpin jack flash \n", + "9 1tEdH58k6r4CvjEhmxxbMC jumpin jack flash \n", + "10 1tEdH58k6r4CvjEhmxxbMC jumpin jack flash \n", + "11 5jWDi16gJx7N2oexwjGx5y introduction \n", + "12 6M75z4blVIRMeWtjSU1UyR you dont have to go \n", + "13 6NqtddM4j4X9dG75yOmy0S yellow submarine \n", + "14 5EuraV2jbqB15ihd3d2Hex strawberry fields forever \n", + "15 5EuraV2jbqB15ihd3d2Hex strawberry fields forever \n", + "16 5EuraV2jbqB15ihd3d2Hex strawberry fields forever \n", + "17 5RStjc42UAYI2NMY3cYpgz penny lane \n", + "18 5RStjc42UAYI2NMY3cYpgz penny lane \n", + "19 3xMSaDC9TU6AQJIsxQB7MK all you need is love \n", + "20 5pTWpY8l7B1XcQnijEFGFj miss you \n", + "21 5pTWpY8l7B1XcQnijEFGFj miss you \n", + "22 5pTWpY8l7B1XcQnijEFGFj miss you \n", + "23 5pTWpY8l7B1XcQnijEFGFj miss you \n", + "24 4E8qFhiuYAWEYYAsYIf4dW when the whip comes down \n", + "25 4RlD0KvoqPZy5n9Zi76X9l far away eyes \n", + "26 33PXyHrkIHxp6PBVPlQGx7 respectable \n", + "27 33PXyHrkIHxp6PBVPlQGx7 respectable \n", + "28 7pfVe0VrMK5QhTaAYzkuYn beast of burden \n", + "29 7pfVe0VrMK5QhTaAYzkuYn beast of burden \n", + ".. ... ... \n", + "149 1mnDusx7zn2yzmr42hUksE rip this joint \n", + "150 1mnDusx7zn2yzmr42hUksE rip this joint \n", + "151 5lWzRBoBzcfr1oNYNhR5ac start me up \n", + "152 4EllMMamxvLvwvOQLsyc9W brown sugar \n", + "153 4EllMMamxvLvwvOQLsyc9W brown sugar \n", + "154 4EllMMamxvLvwvOQLsyc9W brown sugar \n", + "155 1F69leTp8WQHMFVQ5gOtIS mannish boy \n", + "156 6dx6G9OexgRFCulfKI4sPN all down the line \n", + "157 16FlhqpxLT6WTfiLVEZ7Vv beast of burden \n", + "158 5UXwp4rKvtXtKJpe0iIctM miss you \n", + "159 6bxyTE0a0SFneMeIxXDCm7 sgt peppers lonely hearts club band \n", + "160 6bxyTE0a0SFneMeIxXDCm7 sgt peppers lonely hearts club band \n", + "161 4sOAk2nNTildSyJSLSlXuG with a little help from my friends \n", + "162 7jqsBIOx7CGhtNPNYxBWIj lucy in the sky with diamonds \n", + "163 7FgFsmFqGDWduAW4vdgya1 getting better \n", + "164 4qYGe6lTon2cHuTQF45xov fixing a hole \n", + "165 55kc3bnwWdGFCqthgjqR9l shes leaving home \n", + "166 1Yk5EOxuBEClupjWcUX0Ti being for the benefit of mr kite \n", + "167 2UGZC7jvYr11WFSd6xvbk9 within you without you \n", + "168 59dYBIJ4cOrjtgkuwUnqQq lovely rita \n", + "169 3pY5chBSUotRa6RoIfwJjc good morning good morning \n", + "170 3ZFPe2aiLQuEfDxSqQstZp a day in the life \n", + "171 2BOawXVznHmi2KJzRFstBN sgt peppers lonely hearts club band \n", + "172 2BOawXVznHmi2KJzRFstBN sgt peppers lonely hearts club band \n", + "173 1alxZZpi5dBLcmV3WkYIzN with a little help from my friends \n", + "174 1k1kJBeaL3FCUG2vOJ1z0g lucy in the sky with diamonds \n", + "175 42uZOBjvKNv4QKnBmjOwb0 getting better \n", + "176 5JnPM6eKhHJtkWfS6ymUMF fixing a hole \n", + "177 3HEC6nzAo3U5z7blaCNBcF shes leaving home \n", + "178 3qchAN1uJ1KiF8yxmqb3Ov being for the benefit of mr kite \n", + "\n", + " t_alb \\\n", + "0 Some Girls: Live In Texas '78 \n", + "1 Ladies & Gentlemen (Live) \n", + "2 Ladies & Gentlemen (Live) \n", + "3 Totally Stripped - Brixton (Live) \n", + "4 Totally Stripped - Brixton (Live) \n", + "5 Totally Stripped - Brixton (Live) \n", + "6 Totally Stripped - Brixton (Live) \n", + "7 Totally Stripped - Brixton (Live) \n", + "8 Totally Stripped - Paris (Live) \n", + "9 Totally Stripped - Paris (Live) \n", + "10 Totally Stripped - Paris (Live) \n", + "11 Live At The Checkerboard Lounge \n", + "12 Live At The Checkerboard Lounge \n", + "13 Yellow Submarine (Remastered) \n", + "14 Magical Mystery Tour (Remastered) \n", + "15 Magical Mystery Tour (Remastered) \n", + "16 Magical Mystery Tour (Remastered) \n", + "17 Magical Mystery Tour (Remastered) \n", + "18 Magical Mystery Tour (Remastered) \n", + "19 Magical Mystery Tour (Remastered) \n", + "20 Some Girls (Deluxe Version) \n", + "21 Some Girls (Deluxe Version) \n", + "22 Some Girls (Deluxe Version) \n", + "23 Some Girls (Deluxe Version) \n", + "24 Some Girls (Deluxe Version) \n", + "25 Some Girls (Deluxe Version) \n", + "26 Some Girls (Deluxe Version) \n", + "27 Some Girls (Deluxe Version) \n", + "28 Some Girls (Deluxe Version) \n", + "29 Some Girls (Deluxe Version) \n", + ".. ... \n", + "149 Totally Stripped - Paris (Live) \n", + "150 Totally Stripped - Paris (Live) \n", + "151 Totally Stripped - Paris (Live) \n", + "152 Totally Stripped - Paris (Live) \n", + "153 Totally Stripped - Paris (Live) \n", + "154 Totally Stripped - Paris (Live) \n", + "155 Live At The Checkerboard Lounge \n", + "156 Some Girls: Live In Texas '78 \n", + "157 Some Girls: Live In Texas '78 \n", + "158 Some Girls: Live In Texas '78 \n", + "159 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "160 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "161 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "162 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "163 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "164 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "165 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "166 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "167 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "168 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "169 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "170 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "171 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "172 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "173 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "174 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "175 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "176 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "177 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "178 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "\n", + " t_name \\\n", + "0 Jumpin' Jack Flash - Live \n", + "1 Jumpin' Jack Flash - Live \n", + "2 Jumpin' Jack Flash - Live \n", + "3 You Got Me Rockin’ - Live \n", + "4 Jumpin’ Jack Flash - Live \n", + "5 Jumpin’ Jack Flash - Live \n", + "6 Jumpin’ Jack Flash - Live \n", + "7 Jumpin’ Jack Flash - Live \n", + "8 Jumpin’ Jack Flash - Live \n", + "9 Jumpin’ Jack Flash - Live \n", + "10 Jumpin’ Jack Flash - Live \n", + "11 Introduction - Live \n", + "12 You Don't Have To Go - Live \n", + "13 Yellow Submarine - Remastered \n", + "14 Strawberry Fields Forever - Remastered 2009 \n", + "15 Strawberry Fields Forever - Remastered 2009 \n", + "16 Strawberry Fields Forever - Remastered 2009 \n", + "17 Penny Lane - Remastered 2009 \n", + "18 Penny Lane - Remastered 2009 \n", + "19 All You Need Is Love - Remastered 2009 \n", + "20 Miss You - Remastered \n", + "21 Miss You - Remastered \n", + "22 Miss You - Remastered \n", + "23 Miss You - Remastered \n", + "24 When The Whip Comes Down - Remastered \n", + "25 Far Away Eyes - Remastered \n", + "26 Respectable - Remastered \n", + "27 Respectable - Remastered \n", + "28 Beast Of Burden - Remastered \n", + "29 Beast Of Burden - Remastered \n", + ".. ... \n", + "149 Rip This Joint - Live \n", + "150 Rip This Joint - Live \n", + "151 Start Me Up - Live \n", + "152 Brown Sugar - Live \n", + "153 Brown Sugar - Live \n", + "154 Brown Sugar - Live \n", + "155 Mannish Boy - Live \n", + "156 All Down The Line - Live \n", + "157 Beast Of Burden - Live \n", + "158 Miss You - Live \n", + "159 Sgt. Pepper's Lonely Hearts Club Band - Remix \n", + "160 Sgt. Pepper's Lonely Hearts Club Band - Remix \n", + "161 With A Little Help From My Friends - Remix \n", + "162 Lucy In The Sky With Diamonds - Remix \n", + "163 Getting Better - Remix \n", + "164 Fixing A Hole - Remix \n", + "165 She's Leaving Home - Remix \n", + "166 Being For The Benefit Of Mr. Kite! - Remix \n", + "167 Within You Without You - Remix \n", + "168 Lovely Rita - Remix \n", + "169 Good Morning Good Morning - Remix \n", + "170 A Day In The Life - Remix \n", + "171 Sgt. Pepper's Lonely Hearts Club Band - Take 9... \n", + "172 Sgt. Pepper's Lonely Hearts Club Band - Take 9... \n", + "173 With A Little Help From My Friends - Take 1 / ... \n", + "174 Lucy In The Sky With Diamonds - Take 1 \n", + "175 Getting Better - Take 1 / Instrumental And Spe... \n", + "176 Fixing A Hole - Speech And Take 3 \n", + "177 She's Leaving Home - Take 1 / Instrumental \n", + "178 Being For The Benefit Of Mr. Kite! - Take 4 \n", + "\n", + " tt_alb \\\n", + "0 Totally Stripped (Live) \n", + "1 Some Girls: Live In Texas '78 \n", + "2 Totally Stripped (Live) \n", + "3 Totally Stripped - Paris (Live) \n", + "4 Some Girls: Live In Texas '78 \n", + "5 Ladies & Gentlemen (Live) \n", + "6 Totally Stripped (Live) \n", + "7 Totally Stripped - Paris (Live) \n", + "8 Some Girls: Live In Texas '78 \n", + "9 Ladies & Gentlemen (Live) \n", + "10 Totally Stripped (Live) \n", + "11 Live At The Checkerboard Lounge \n", + "12 Live At The Checkerboard Lounge \n", + "13 Revolver (Remastered) \n", + "14 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "15 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "16 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "17 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "18 Sgt. Pepper's Lonely Hearts Club Band (Deluxe ... \n", + "19 Yellow Submarine (Remastered) \n", + "20 Totally Stripped (Live) \n", + "21 Totally Stripped - Brixton (Live) \n", + "22 Totally Stripped - Paris (Live) \n", + "23 Some Girls: Live In Texas '78 \n", + "24 Some Girls: Live In Texas '78 \n", + "25 Some Girls: Live In Texas '78 \n", + "26 Some Girls: Live In Texas '78 \n", + "27 Totally Stripped - Amsterdam (Live) \n", + "28 Totally Stripped - Amsterdam (Live) \n", + "29 Totally Stripped - Paris (Live) \n", + ".. ... \n", + "149 Totally Stripped (Live) \n", + "150 Totally Stripped - Amsterdam (Live) \n", + "151 Tattoo You (2009 Re-Mastered) \n", + "152 Some Girls: Live In Texas '78 \n", + "153 Ladies & Gentlemen (Live) \n", + "154 Totally Stripped (Live) \n", + "155 Live At The Checkerboard Lounge \n", + "156 Totally Stripped - Amsterdam (Live) \n", + "157 Totally Stripped - Amsterdam (Live) \n", + "158 Totally Stripped (Live) \n", + "159 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "160 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "161 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "162 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "163 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "164 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "165 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "166 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "167 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "168 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "169 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "170 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "171 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "172 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "173 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "174 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "175 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "176 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "177 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "178 Sgt. Pepper's Lonely Hearts Club Band (Remaste... \n", + "\n", + " tt_name \n", + "0 Jumpin’ Jack Flash - Live \n", + "1 Jumpin' Jack Flash - Live \n", + "2 Jumpin’ Jack Flash - Live \n", + "3 You Got Me Rockin’ - Live \n", + "4 Jumpin' Jack Flash - Live \n", + "5 Jumpin' Jack Flash - Live \n", + "6 Jumpin’ Jack Flash - Live \n", + "7 Jumpin’ Jack Flash - Live \n", + "8 Jumpin' Jack Flash - Live \n", + "9 Jumpin' Jack Flash - Live \n", + "10 Jumpin’ Jack Flash - Live \n", + "11 Introduction - Live \n", + "12 You Don't Have To Go - Live \n", + "13 Yellow Submarine - Remastered \n", + "14 Strawberry Fields Forever - Take 7 \n", + "15 Strawberry Fields Forever - Take 26 \n", + "16 Strawberry Fields Forever - Stereo Mix 2015 \n", + "17 Penny Lane - Take 6 / Instrumental \n", + "18 Penny Lane - Stereo Mix 2017 \n", + "19 All You Need Is Love - Remastered \n", + "20 Miss You - Live \n", + "21 Miss You - Live \n", + "22 Miss You - Live \n", + "23 Miss You - Live \n", + "24 When The Whip Comes Down - Live \n", + "25 Far Away Eyes - Live \n", + "26 Respectable - Live \n", + "27 Respectable - Live \n", + "28 Beast Of Burden - Live \n", + "29 Beast Of Burden - Live \n", + ".. ... \n", + "149 Rip This Joint - Live \n", + "150 Rip This Joint - Live \n", + "151 Start Me Up - Remastered \n", + "152 Brown Sugar - Live \n", + "153 Brown Sugar - Live \n", + "154 Brown Sugar - Live \n", + "155 Mannish Boy - Live \n", + "156 All Down The Line - Live \n", + "157 Beast Of Burden - Live \n", + "158 Miss You - Live \n", + "159 Sgt. Pepper's Lonely Hearts Club Band - Remast... \n", + "160 Sgt. Pepper's Lonely Hearts Club Band - Repris... \n", + "161 With A Little Help From My Friends - Remastered \n", + "162 Lucy In The Sky With Diamonds - Remastered \n", + "163 Getting Better - Remastered \n", + "164 Fixing A Hole - Remastered \n", + "165 She's Leaving Home - Remastered \n", + "166 Being For The Benefit Of Mr. Kite! - Remastered \n", + "167 Within You Without You - Remastered \n", + "168 Lovely Rita - Remastered \n", + "169 Good Morning Good Morning - Remastered \n", + "170 A Day In The Life - Remastered \n", + "171 Sgt. Pepper's Lonely Hearts Club Band - Remast... \n", + "172 Sgt. Pepper's Lonely Hearts Club Band - Repris... \n", + "173 With A Little Help From My Friends - Remastered \n", + "174 Lucy In The Sky With Diamonds - Remastered \n", + "175 Getting Better - Remastered \n", + "176 Fixing A Hole - Remastered \n", + "177 She's Leaving Home - Remastered \n", + "178 Being For The Benefit Of Mr. Kite! - Remastered \n", + "\n", + "[179 rows x 6 columns]" ] }, - "execution_count": 119, + "execution_count": 109, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "albums_df['complexity'] = albums_df['_id'].apply(lambda i: album_complexities[i])\n", - "beatles_df = albums_df[albums_df['release_date'] < datetime(1971, 1, 1)]\n", - "radiohead_df = albums_df[(albums_df['artist_name'] == 'Radiohead') & (albums_df['gloom'] > 0)]\n", - "albums_df.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 120, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD2CAYAAAAzkveEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n0gWkfWoAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots()\n", - "ax.plot_date(beatles_df['release_date'].values, beatles_df['complexity'].values, linestyle='-')\n", - "\n", - "fig.autofmt_xdate()\n", - "\n", - "for a in beatles_df.itertuples():\n", - " for t in tracks.find({'album.id': a[1], 'complexity': {'$exists': True}}):\n", - " ax.scatter(a.release_date, t['complexity'])\n", - "\n", - "plt.show()" + "pd.DataFrame(list({'_id': t['_id'], 'ctitle': t['ctitle'], 't_name': t['name'], 't_alb': t['album']['name'],\n", + " 'tt_name': tt['name'], 'tt_alb': tt['album']['name']}\n", + " for t in tracks.find({'ignore': {'$exists': False}}, \n", + " ['name', 'ctitle', 'artist_id', 'album_id', 'album.name'])\n", + " for tt in tracks.find({'ctitle': t['ctitle'], \n", + " 'artist_id': t['artist_id'],\n", + " 'album_id': {'$lt': t['album_id']},\n", + " 'ignore': {'$exists': False}}, \n", + " ['name', 'ctitle', 'album.name', 'album_id'])))" ] }, { "cell_type": "code", - "execution_count": 121, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD2CAYAAAAzkveEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKXnDMIwYY0reMAwjxvx/dLNl6IZm3tQAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots()\n", - "ax.plot_date(radiohead_df['release_date'].values, radiohead_df['complexity'].values, linestyle='-')\n", - "\n", - "fig.autofmt_xdate()\n", - "\n", - "for a in radiohead_df.itertuples():\n", - " for t in tracks.find({'album.id': a[1], 'complexity': {'$exists': True}}):\n", - " ax.scatter(a.release_date, t['complexity'])\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", + "execution_count": 110, "metadata": {}, - "source": [ - "That isn't what I was expecting. I was expecting the complexity to go up over time, as bands became more adept at contrasting lyrics and melody. It could be because high complexity requires high valence, and bands tend not to become more \"poppy\" over time.\n", - "\n", - "Let's test that, by also showing the valence of tracks and albums over time." - ] - }, - { - "cell_type": "code", - "execution_count": 122, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "pipeline = [\n", - " {'$match': {'valence': {'$exists': True}}},\n", - " {'$group': {'_id': '$album.id', 'avg_valence': {'$avg': '$valence'}}}]\n", - "album_valences = collections.defaultdict(int, {a['_id']: a['avg_valence'] for a in tracks.aggregate(pipeline)})\n", - "albums_df['valence'] = albums_df['_id'].apply(lambda i: album_valences[i])\n", - "beatles_df = albums_df[albums_df['release_date'] < datetime(1971, 1, 1)]\n", - "radiohead_df = albums_df[(albums_df['artist_name'] == 'Radiohead') & (albums_df['gloom'] > 0)]" - ] - }, - { - "cell_type": "code", - "execution_count": 123, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD2CAYAAAAzkveEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots()\n", - "ax.plot_date(beatles_df['release_date'].values, beatles_df['complexity'].values, linestyle='-', color='blue')\n", - "ax.plot_date(beatles_df['release_date'].values, beatles_df['valence'].values, linestyle='-', color='orange')\n", - "\n", - "fig.autofmt_xdate()\n", - "\n", - "for a in beatles_df.itertuples():\n", - " for t in tracks.find({'album.id': a[1], 'complexity': {'$exists': True}}):\n", - " ax.scatter(a.release_date, t['complexity'], color='blue')\n", - " ax.scatter(a.release_date, t['valence'], color='orange')\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 124, - "metadata": { - "collapsed": false - }, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD2CAYAAAAzkveEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n", "text/plain": [ - "" + "" ] }, + "execution_count": 110, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "fig, ax = plt.subplots()\n", - "ax.plot_date(radiohead_df['release_date'].values, radiohead_df['complexity'].values, linestyle='-', color='blue')\n", - "ax.plot_date(radiohead_df['release_date'].values, radiohead_df['valence'].values, linestyle='-', color='orange')\n", - "\n", - "fig.autofmt_xdate()\n", - "\n", - "for a in radiohead_df.itertuples():\n", - " for t in tracks.find({'album.id': a[1], 'complexity': {'$exists': True}}):\n", - " ax.scatter(a.release_date, t['complexity'], color='blue')\n", - " ax.scatter(a.release_date, t['valence'], color='orange')\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "It definitely looks like the Beatles changed style over time, with the _White Ablum_ / _Yellow Submarine_ (around 1969) being a glitch in the trend. _Hail to the Thief_ and _Com Lag_ are unusual albums for Radiohead." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Conclusion\n", - "A couple of things have come out of this. \n", - "\n", - "One is that the original analysis is very sensitive to how the sentiment of lyrics is determined. That means I'm not too confident about the reliability of results from either fitteR-happieR or this notebook.\n", - "\n", - "Another is that the Beatles are undoubtedly better than Radiohead. The happiest Beatles sonds are happier than anything Radiohead have done, and their saddest songs are about as sad as Radiohead. In just about every measure, the Beatles' range of music is larger, and covers, Radiohead's.\n", - "\n", - "QED.\n", - "\n", - "## Next steps\n", - "The obvious next step is to analyse a different group. What would Queen or ELO look like? Is Adele more depressing than Radiohead?\n", - "\n", - "Another approach would be to apply some machine learning / data mining techniques, perhaps to train a better sentiment analyser, or to cluster songs into groups. Which songs by different artists are most similar to each other?\n", - "\n", - "* [Top](#top)" + "# Radiohead: I Might be Wrong (live album)\n", + "tracks.update_many({'album_id': '6svTt5o2lUgIrgYDKVmdnD'}, {'$set': {'ignore': True}})" ] }, { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } @@ -13539,9 +18310,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2+" + "version": "3.5.3" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 }