{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Sad songs\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", "\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)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true, "run_control": { "read_only": false } }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline \n", "import urllib.request\n", "import urllib.parse\n", "import urllib.error\n", "import json\n", "import base64\n", "import configparser\n", "from bs4 import BeautifulSoup\n", "import re\n", "import pymongo\n", "from datetime import datetime\n", "import time\n", "import collections" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll use MongoDB to store the data, to save keeping it all in memory, and mean we don't have to recapture all the data to to a different analysis." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Open a connection to the Mongo server\n", "client = pymongo.MongoClient('mongodb://localhost:27017/')" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [], "source": [ "try:\n", " client.drop_database(songs_db)\n", "except NameError:\n", " print(\"DB doesn't exist yet.\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Create a database and a collections within it.\n", "songs_db = client.songs\n", "albums = songs_db.albums\n", "tracks = songs_db.tracks\n", "genius_tracks = songs_db.gtracks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "API keys and the like are kept in a configuration file, which is read here.\n", "\n", "You'll need to create a web API key for Spotify and Genius. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "['app_name', 'client_id', 'client_secret', 'redirect_uri', 'token']" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "config = configparser.ConfigParser()\n", "config.read('secrets.ini')\n", "[k for k in config['genius']]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "## How to write the config file. Fill in the details, and create a different config section for Spotify.\n", "# config['genius'] = {}\n", "# config['genius']['app_name'] = 'xxx'\n", "# config['genius']['client_id'] = 'xxx'\n", "# config['genius']['client_secret'] = 'xxx'\n", "# config['genius']['token'] = 'xxx'\n", "# with open('secrets.ini', 'w') as configfile:\n", "# config.write(configfile)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Get album and track data from Spotify\n", "We'll download the data on artists, albums, and tracks from Spotify.\n", "\n", "* [Top](#top)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def get_artists(artist_name):\n", " query = urllib.parse.urlencode({'q': artist_name, 'type': 'artist'})\n", " request = 'https://api.spotify.com/v1/search?{}'.format(query)\n", " with urllib.request.urlopen(request) as f:\n", " response = json.loads(f.read().decode('utf-8'))\n", " artists = []\n", " for artist in response['artists']['items']:\n", " if artist['name'].lower() == artist_name.lower():\n", " this_artist = {'name': artist['name'], 'id': artist['id']}\n", " if artist['images']:\n", " this_artist['image'] = artist['images'][0]['url']\n", " artists += [this_artist]\n", " return artists" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "('22bE4uQ6baNwSHPVcDxLCe',\n", " [{'id': '22bE4uQ6baNwSHPVcDxLCe',\n", " 'image': 'https://i.scdn.co/image/999fa985ec8beb68af356b1fc1bc3cd5ba3e0a68',\n", " 'name': 'The Rolling Stones'}])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "artists = get_artists('the rolling stones')\n", "stones_id = artists[0]['id']\n", "stones_id, artists" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "('3WrFJ7ztbogyGnTHbHJFl2',\n", " [{'id': '3WrFJ7ztbogyGnTHbHJFl2',\n", " 'image': 'https://i.scdn.co/image/934c57df9fbdbbaa5e93b55994a4cb9571fd2085',\n", " 'name': 'The Beatles'}])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "artists = get_artists('the beatles')\n", "beatles_id = artists[0]['id']\n", "beatles_id, artists" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Find all the albums for an artist." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "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)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "15" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_albums(beatles_id)\n", "albums.find().count()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "48" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_albums(stones_id)\n", "albums.find().count()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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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': ...
external_ids{'upc': '00602557054989'}{'upc': '00602547673503'}{'upc': '00602547670069'}{'upc': '00602547670342'}{'upc': '00602547670328'}
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genres[][][][][]
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id5XfJmldgWzrc1AIdbBaVZn5ju5Ouzan3QwXqQt1Tihbh2pCqZLeavM2BMovJXsJEIV2Pqkn9Dq2DFtdfkKAeqgMd47bcKzmKgmMPHXNVOWpLiu
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...
labelDigital Distribution Trinidad and TobagoDigital Distribution Trinidad and TobagoEMI CatalogueEMI CatalogueEMI Catalogue
nameLive At The Hollywood Bowl1 (Remastered)Let It Be (Remastered)Abbey Road (Remastered)Yellow Submarine (Remastered)
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2015 Apple Corps Ltd', 'type': ... \n", "external_ids {'upc': '00602547670069'} \n", "external_urls {'spotify': 'https://open.spotify.com/album/2p... \n", "genres [] \n", "href https://api.spotify.com/v1/albums/2pCqZLeavM2B... \n", "id 2pCqZLeavM2BMovJXsJEIV \n", "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n", "label EMI Catalogue \n", "name Let It Be (Remastered) \n", "popularity 68 \n", "release_date 1970-05-08 \n", "release_date_precision day \n", "tracks {'limit': 50, 'previous': None, 'next': None, ... \n", "type album \n", "uri spotify:album:2pCqZLeavM2BMovJXsJEIV \n", "\n", " 3 \\\n", "_id 2Pqkn9Dq2DFtdfkKAeqgMd \n", "album_type album \n", "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", "copyrights [{'text': '(C) 2015 Apple Corps Ltd', 'type': ... \n", "external_ids {'upc': '00602547670342'} \n", "external_urls {'spotify': 'https://open.spotify.com/album/2P... \n", "genres [] \n", "href https://api.spotify.com/v1/albums/2Pqkn9Dq2DFt... \n", "id 2Pqkn9Dq2DFtdfkKAeqgMd \n", "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n", "label EMI Catalogue \n", "name Abbey Road (Remastered) \n", "popularity 75 \n", "release_date 1969-09-26 \n", "release_date_precision day \n", "tracks {'limit': 50, 'previous': None, 'next': None, ... \n", "type album \n", "uri spotify:album:2Pqkn9Dq2DFtdfkKAeqgMd \n", "\n", " 4 \n", "_id 47bcKzmKgmMPHXNVOWpLiu \n", "album_type album \n", "artists [{'href': 'https://api.spotify.com/v1/artists/... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", "copyrights [{'text': '(C) 2015 Apple Corps Ltd', 'type': ... \n", "external_ids {'upc': '00602547670328'} \n", "external_urls {'spotify': 'https://open.spotify.com/album/47... \n", "genres [] \n", "href https://api.spotify.com/v1/albums/47bcKzmKgmMP... \n", "id 47bcKzmKgmMPHXNVOWpLiu \n", "images [{'height': 640, 'url': 'https://i.scdn.co/ima... \n", "label EMI Catalogue \n", "name Yellow Submarine (Remastered) \n", "popularity 58 \n", "release_date 1969-01-17 \n", "release_date_precision day \n", "tracks {'limit': 50, 'previous': None, 'next': None, ... \n", "type album \n", "uri spotify:album:47bcKzmKgmMPHXNVOWpLiu " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame(list(albums.find())).head().T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Tag albums with artists\n", "As we have tracks for two artists, let's keep the identification easy and insert the artist name and id into each track document.\n", "\n", "* [Top](#top)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for a in albums.find({}, ['artists']):\n", " albums.update_one({'_id': a['_id']}, \n", " {'$set': {'artist_name': a['artists'][0]['name'],\n", " 'artist_id': a['artists'][0]['id']}})" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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_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)
303PbRKFafwE7Of8e4dTee72The Rolling StonesTotally Stripped (Live)
315eTqRwTGKPBUiUuN1rFaXDThe Rolling StonesLive 1965: Music From Charlie Is My Darling (L...
323CHu7qW160uqPZHW3TMZ1lThe Rolling StonesShine A Light
334FTHynKEtuP7eppERNfjyGThe Rolling StonesA Bigger Bang (2009 Re-Mastered)
3450UGtgNA5bq1c0BDjPfmbDThe Rolling StonesLive Licks
350ZGddnvcVzHVHfE3WW1tV5The Rolling StonesBridges To Babylon (2009 Re-Mastered)
364M8Q1L9PZq0xK5tLUpO3jdThe Rolling StonesStripped
3762ZT16LY1phGM0O8x5qW1zThe Rolling StonesVoodoo Lounge (2009 Re-Mastered)
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)
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441YvnuYGlblQ5vLnOhaZzpnThe Rolling StonesTattoo You (2009 Re-Mastered)
452wZgoXS06wSdu9C0ZJOvlcThe Rolling StonesEmotional Rescue (2009 Re-Mastered)
4654sqbAXxR1jFfyXb1WvrHKThe Rolling StonesSome Girls
476FjXxl9VLURGuubdXUn2J3The Rolling StonesSome Girls (Deluxe Version)
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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", "30 Totally Stripped (Live) \n", "31 Live 1965: Music From Charlie Is My Darling (L... \n", "32 Shine A Light \n", "33 A Bigger Bang (2009 Re-Mastered) \n", "34 Live Licks \n", "35 Bridges To Babylon (2009 Re-Mastered) \n", "36 Stripped \n", "37 Voodoo Lounge (2009 Re-Mastered) \n", "38 Flashpoint \n", "39 Steel Wheels (2009 Re-Mastered) \n", "40 Dirty Work \n", "41 Dirty Work (Remastered 2009) \n", "42 Undercover (2009 Re-Mastered) \n", "43 Still Life \n", "44 Tattoo You (2009 Re-Mastered) \n", "45 Emotional Rescue (2009 Re-Mastered) \n", "46 Some Girls \n", "47 Some Girls (Deluxe Version) " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame(list(albums.find({}, ['name', 'artist_name'])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "According to the [Spotify documentation](https://developer.spotify.com/web-api/object-model/#track-object), some objects returned have only a bit of the data, and contain a `href` field for where to find the rest. The track details in the album documents fit that bill, so let's find the full track information.\n", "\n", "While doing this, not that Spotify will rate-limit the requests, so we have to include a loop to respect the timeout and retry the requests after the appropriate time." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def get_tracks(album_id):\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 = json.loads(f.read().decode('utf-8'))\n", " track['_id'] = track['id']\n", " track['album_id'] = album_id\n", " tracks.replace_one({'_id': track['_id']}, track, upsert=True)\n", " break\n", " except urllib.error.HTTPError as e:\n", " print(\"Rate limited. Pausing for\", e.info()['Retry-After'])\n", " time.sleep(int(e.info()['Retry-After']) + 0.5)\n", " continue" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Rate limited. Pausing for 4\n", "Rate limited. Pausing for 4\n", "Rate limited. Pausing for 4\n" ] }, { "data": { "text/plain": [ "383" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for album in albums.find():\n", " get_tracks(album['_id'])\n", "tracks.find().count()" ] }, { "cell_type": "code", "execution_count": 17, "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": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " 0 \\\n", "_id 1lLK53LFXWvPzPYtlJIvt0 \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", "disc_number 1 \n", "duration_ms 305280 \n", "energy NaN \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", "type track \n", "uri spotify:track:1lLK53LFXWvPzPYtlJIvt0 \n", "valence NaN \n", "\n", " 1 \\\n", "_id 0TWa6TQFWHSG5QdSWuTMve \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", "disc_number 1 \n", "duration_ms 240333 \n", "energy NaN \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", "type track \n", "uri spotify:track:0TWa6TQFWHSG5QdSWuTMve \n", "valence NaN \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", "disc_number 1 \n", "duration_ms 293773 \n", "energy NaN \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", "type track \n", "uri spotify:track:74tlMxJ8wF0sNp93GBEPdK \n", "valence NaN \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", "disc_number 1 \n", "duration_ms 187440 \n", "energy NaN \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", "type track \n", "uri spotify:track:0Za26pWVLQpKfXmb9FX10S \n", "valence NaN \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", "disc_number 1 \n", "duration_ms 204960 \n", "energy NaN \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", "type track \n", "uri spotify:track:6295nz7PVXm49Ihqwm39Ew \n", "valence NaN " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame(list(tracks.find())).head().T" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'_id': '4edArG2VehvJdwOZfYOxtK'}" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tracks.find_one({}, 'album.id')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Tag tracks with artist\n", "Again, make an easy tag for the artist of each track.\n", "\n", "* [Top](#top)" ] }, { "cell_type": "code", "execution_count": 22, "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": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'Duke Ellington',\n", " 'George Martin',\n", " 'Jimi Hendrix',\n", " 'Radiohead',\n", " 'The Beatles',\n", " 'The Rolling Stones'}" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "set(t['artist_name'] for t in tracks.find({}))" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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album_idalbum_nameartist_nametrack_idtrack_name
05XfJmldgWzrc1AIdbBaVZnLive At The Hollywood BowlThe Beatles4edArG2VehvJdwOZfYOxtKTwist And Shout - Live / Remastered
15XfJmldgWzrc1AIdbBaVZnLive At The Hollywood BowlThe Beatles150EAeMGWJRubuH8zyx7h8She's A Woman - Live / Remastered
25XfJmldgWzrc1AIdbBaVZnLive At The Hollywood BowlThe Beatles1fVeHYkyMxrjbjRAD9uWsZDizzy Miss Lizzy - Live / Remastered
35XfJmldgWzrc1AIdbBaVZnLive At The Hollywood BowlThe Beatles0GRplBEB2FWCKutwMmS6nYTicket To Ride - Live / Remastered
45XfJmldgWzrc1AIdbBaVZnLive At The Hollywood BowlThe Beatles1eVymk74iroqhsZxm0Vy3gCan't Buy Me Love - Live / Remastered
55XfJmldgWzrc1AIdbBaVZnLive At The Hollywood BowlThe Beatles2p5a9gu6NECVSvBtGSU1vmThings We Said Today - Live / Remastered
65XfJmldgWzrc1AIdbBaVZnLive At The Hollywood BowlThe Beatles1HyLh5cctOnP186CBi8bhmRoll Over Beethoven - Live / Remastered
75XfJmldgWzrc1AIdbBaVZnLive At The Hollywood BowlThe Beatles7fZEWm7TAL2oZDyiYrrgnkBoys - Live / Remastered
85XfJmldgWzrc1AIdbBaVZnLive At The Hollywood BowlThe Beatles21nhooOxso7CCoHPE73w4LA Hard Day's Night - Live / Remastered
95XfJmldgWzrc1AIdbBaVZnLive At The Hollywood BowlThe Beatles1alcPfZWUHh01l4Fnoo5JtHelp! - Live / Remastered
105XfJmldgWzrc1AIdbBaVZnLive At The Hollywood BowlThe Beatles24gUDXSQysdnTaRpbWtYlKAll My Loving - Live / Remastered
115XfJmldgWzrc1AIdbBaVZnLive At The Hollywood BowlThe Beatles2VmFFbXSJzYxzEJSAeI0lMShe Loves You - Live / Remastered
125XfJmldgWzrc1AIdbBaVZnLive At The Hollywood BowlThe Beatles6b8lhQ86u5MddlmXulslpDLong Tall Sally - Live / Remastered
135XfJmldgWzrc1AIdbBaVZnLive At The Hollywood BowlThe Beatles1oKfZ5MTCSrv07hsHqJ0JSYou Can't Do That - Live / Bonus Track
145XfJmldgWzrc1AIdbBaVZnLive At The Hollywood BowlThe Beatles04gBqA2mubcTgFqL9DomljI Want To Hold Your Hand - Live / Bonus Track
155XfJmldgWzrc1AIdbBaVZnLive At The Hollywood BowlThe Beatles79QDgDoBbS7pCrOjIH7ByAEverybody’s Trying To Be My Baby - Live / Bonu...
165XfJmldgWzrc1AIdbBaVZnLive At The Hollywood BowlThe Beatles1yV2I5c6efVSqSiuv9H2ADBaby's In Black - Live / Bonus Track
175ju5Ouzan3QwXqQt1Tihbh1 (Remastered)The Beatles5JT7CoUSGNk7mMNkHMQjqrLove Me Do - Mono / Remastered 2015
185ju5Ouzan3QwXqQt1Tihbh1 (Remastered)The Beatles2Q2Gu7Bv8iLenuygtBgDUwFrom Me To You - Mono / Remastered 2015
195ju5Ouzan3QwXqQt1Tihbh1 (Remastered)The Beatles2Fk411Ix3qnMG8t8Qa74ZXShe Loves You - Mono / Remastered 2015
205ju5Ouzan3QwXqQt1Tihbh1 (Remastered)The Beatles4DRBaZ760gyk7LWnaJFqsJI Want To Hold Your Hand - Remastered 2015
215ju5Ouzan3QwXqQt1Tihbh1 (Remastered)The Beatles7pQAq14Z73YUFMtxCyt0bGCan't Buy Me Love - Remastered 2015
225ju5Ouzan3QwXqQt1Tihbh1 (Remastered)The Beatles0mNQUZEATk2uItMUtiLWK5A Hard Day's Night - Remastered 2015
235ju5Ouzan3QwXqQt1Tihbh1 (Remastered)The Beatles0Gm34HBxrXlaAf1jdJMjx2I Feel Fine - Remastered 2015
245ju5Ouzan3QwXqQt1Tihbh1 (Remastered)The Beatles3nhJDVdUrm6DnDW4iBfpKzEight Days A Week - Remastered 2015
255ju5Ouzan3QwXqQt1Tihbh1 (Remastered)The Beatles6pkjW5srxjzRSKKMrl7et8Ticket To Ride - Remastered 2015
265ju5Ouzan3QwXqQt1Tihbh1 (Remastered)The Beatles1dfuJYDSIc41cw5RPsaCF1Help! - Remastered 2015
275ju5Ouzan3QwXqQt1Tihbh1 (Remastered)The Beatles63uskN0xLezVg4281wzeQnYesterday - Remastered 2015
285ju5Ouzan3QwXqQt1Tihbh1 (Remastered)The Beatles0vXGSlE4ft3n5JHZMHHSIjDay Tripper - Remastered 2015
295ju5Ouzan3QwXqQt1Tihbh1 (Remastered)The Beatles0Lckblu9CJUXOeMV0XY3b9We Can Work It Out - Remastered 2015
..................
64154sqbAXxR1jFfyXb1WvrHKSome GirlsThe Rolling Stones5ZesVHq9Nox8YjOR1kCpbNJust My Imagination (Running Away With Me) - R...
64254sqbAXxR1jFfyXb1WvrHKSome GirlsThe Rolling Stones6hLpp90qMxG3TMvMzwJsiQSome Girls - Remastered
64354sqbAXxR1jFfyXb1WvrHKSome GirlsThe Rolling Stones3WqR7lRoHEvG0ExkAqBkPjLies - Remastered
64454sqbAXxR1jFfyXb1WvrHKSome GirlsThe Rolling Stones06PEXSCNl8Xwf2633TdNnxFar Away Eyes - Remastered
64554sqbAXxR1jFfyXb1WvrHKSome GirlsThe Rolling Stones0Za26pWVLQpKfXmb9FX10SRespectable - Remastered
64654sqbAXxR1jFfyXb1WvrHKSome GirlsThe Rolling Stones6295nz7PVXm49Ihqwm39EwBefore They Make Me Run - Remastered
64754sqbAXxR1jFfyXb1WvrHKSome GirlsThe Rolling Stones0832Tptls5YicHPGgw7ssPBeast Of Burden - Remastered
64854sqbAXxR1jFfyXb1WvrHKSome GirlsThe Rolling Stones6yq33zsqWCd8cYXQdtAFZ9Shattered - Remastered
6496FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones5pTWpY8l7B1XcQnijEFGFjMiss You - Remastered
6506FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones4E8qFhiuYAWEYYAsYIf4dWWhen The Whip Comes Down - Remastered
6516FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones7sDQlyQACyT7mNHFwwEMI7Just My Imagination (Running Away With Me) - R...
6526FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones48bJ1sWhJKdB8M43uqi924Some Girls - Remastered
6536FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones6362zAWHGgbrQaoeCFZpuOLies - Remastered
6546FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones4RlD0KvoqPZy5n9Zi76X9lFar Away Eyes - Remastered
6556FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones33PXyHrkIHxp6PBVPlQGx7Respectable - Remastered
6566FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones7vsPbFinz35mfQO5d6oL0lBefore They Make Me Run - Remastered
6576FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones7pfVe0VrMK5QhTaAYzkuYnBeast Of Burden - Remastered
6586FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones2giRM7RrP6utWLAb8jnFFkShattered - Remastered
6596FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones1V25DJ3ghDJs8m58jbVMbfClaudine
6606FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones3rNTjyvxae83nJCLMxoVSWSo Young
6616FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones5oAcuuY504M7eDCln5Xq89Do You Think I Really Care
6626FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones1ZBnd9Z80QPQ58BaL5OWlPWhen You're Gone
6636FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones624njB7Ny3mlA46QokEin9No Spare Parts
6646FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones0WpZfMNsNhiEJ8RSLyjElpDon't Be A Stranger
6656FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones0Baq94uZKy4pPvnc40xjPXWe Had It All
6666FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones4oOU3GgiZblheOI9JUmM1fTallahassee Lassie
6676FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones4LW3JaAze7gF8DpPBb2zzlI Love You Too Much
6686FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones4LSyTg4sm3N99Pcckw9zjfKeep Up Blues
6696FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones3u06WsJ1KtvEqmmmZqy76JYou Win Again
6706FjXxl9VLURGuubdXUn2J3Some Girls (Deluxe Version)The Rolling Stones7DgRvvPcJlxks2lNpudsuTPetrol Blues
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- 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]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame([{'album_id': a['id'], \n", " 'album_name': a['name'],\n", " 'track_id': t['id'],\n", " 'track_name': t['name'],\n", " 'artist_name': t['artist_name']}\n", " for a in albums.find()\n", " for tid in a['tracks']['items']\n", " for t in tracks.find({'_id': tid['id']})])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get full track data\n", "The full audio analysis requires an API token to get the data. We use the client token to retreive an authorisation token, which will last for about ten minutes.\n", "\n", "* [Top](#top)" ] }, { "cell_type": "code", "execution_count": 25, "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": 27, "metadata": { "collapsed": false }, "outputs": [], "source": [ "a_type, a_token = get_spotify_auth_token()\n", "for a in albums.find({}, []):\n", " track_ids = [t['_id'] for t in tracks.find({'album.id': a['_id']}, [])]\n", " get_audio_features(track_ids, a_type, a_token)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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lyricshoney pie honey pie i love you, honey pieNaNwell 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 ...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...you say you will love me if i have to go you'l...well going to write a little letter going to m......i been told when a boy kiss a girl take a trip...i love you, because you tell me things i want ...last night i said these words to my girl i kno...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...
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nameWild Honey Pie - Remastered 2009Flying - Remastered 2009Kansas City / Hey-Hey-Hey-Hey - Remastered 2009Twist 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 2009
original_lyrics\\n\\nHoney Pie\\nHoney Pie\\nI love you, Honey Pi...\\n\\n[Instrumental]\\n\\nNaN\\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\\n[Verse 1]\\nWell going to write a little le......\\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[Verse 1]\\nLast night I said these words t...\\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...
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typeaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_features...audio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_featuresaudio_features
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"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", "mode 1 \n", "name Off The Hook - Live In Ireland / 1965 \n", "popularity 25 \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", "type audio_features \n", "uri spotify:track:6L7tmFIPKy98Js8ytCB1pT \n", "valence 0.549 \n", "\n", " 281 \\\n", "_id 1n2pCKUiJW7hxFUpbsjuUZ \n", "acousticness 0.828 \n", "album {'name': 'Live 1965: Music From Charlie Is My ... \n", "album_id 5eTqRwTGKPBUiUuN1rFaXD \n", "analysis_url https://api.spotify.com/v1/audio-analysis/1n2p... \n", "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", "artist_name The Rolling Stones \n", "artists [{'name': 'The Rolling Stones', 'type': 'artis... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", "danceability 0.336 \n", "disc_number 1 \n", "duration_ms 32947 \n", "energy 0.97 \n", "explicit False \n", "external_ids {'isrc': 'USA171210007'} \n", "external_urls {'spotify': 'https://open.spotify.com/track/1n... \n", "href https://api.spotify.com/v1/tracks/1n2pCKUiJW7h... \n", "id 1n2pCKUiJW7hxFUpbsjuUZ \n", "instrumentalness 0.894 \n", "key 7 \n", "liveness 0.903 \n", "loudness -11.863 \n", "mode 0 \n", "name Charlie's Intro To Little Red Rooster - Live I... \n", "popularity 24 \n", "preview_url https://p.scdn.co/mp3-preview/4a472a3dff8d8941... \n", "speechiness 0.167 \n", "tempo 109.424 \n", "time_signature 4 \n", "track_href https://api.spotify.com/v1/tracks/1n2pCKUiJW7h... \n", "track_number 8 \n", "type audio_features \n", "uri spotify:track:1n2pCKUiJW7hxFUpbsjuUZ \n", "valence 0.0357 \n", "\n", " 282 \\\n", "_id 2gB58ki3GMqyNsdsPpDECH \n", "acousticness 0.00742 \n", "album {'name': 'Live 1965: Music From Charlie Is My ... \n", "album_id 5eTqRwTGKPBUiUuN1rFaXD \n", "analysis_url https://api.spotify.com/v1/audio-analysis/2gB5... \n", "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", "artist_name The Rolling Stones \n", "artists [{'name': 'The Rolling Stones', 'type': 'artis... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", "danceability 0.438 \n", "disc_number 1 \n", "duration_ms 155600 \n", "energy 0.912 \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", "mode 1 \n", "name Little Red Rooster - Live In Ireland / 1965 \n", "popularity 26 \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", "type audio_features \n", "uri spotify:track:2gB58ki3GMqyNsdsPpDECH \n", "valence 0.431 \n", "\n", " 283 \\\n", "_id 6C0au9ut1avz4zhryYHudG \n", "acousticness 0.0184 \n", "album {'name': 'Live 1965: Music From Charlie Is My ... \n", "album_id 5eTqRwTGKPBUiUuN1rFaXD \n", "analysis_url https://api.spotify.com/v1/audio-analysis/6C0a... \n", "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", "artist_name The Rolling Stones \n", "artists [{'name': 'The Rolling Stones', 'type': 'artis... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", "danceability 0.245 \n", "disc_number 1 \n", "duration_ms 164320 \n", "energy 0.964 \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", "mode 1 \n", "name Route 66 - Live In Ireland / 1965 \n", "popularity 27 \n", "preview_url https://p.scdn.co/mp3-preview/bb4461680e5ab01d... \n", "speechiness 0.152 \n", "tempo 166.196 \n", "time_signature 4 \n", "track_href https://api.spotify.com/v1/tracks/6C0au9ut1avz... \n", "track_number 10 \n", "type audio_features \n", "uri spotify:track:6C0au9ut1avz4zhryYHudG \n", "valence 0.588 \n", "\n", " 284 \\\n", "_id 1NvBOki5VmSSVelycoMo96 \n", "acousticness 0.002 \n", "album {'name': 'Live 1965: Music From Charlie Is My ... \n", "album_id 5eTqRwTGKPBUiUuN1rFaXD \n", "analysis_url https://api.spotify.com/v1/audio-analysis/1NvB... \n", "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", "artist_name The Rolling Stones \n", "artists [{'name': 'The Rolling Stones', 'type': 'artis... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", "danceability 0.124 \n", "disc_number 1 \n", "duration_ms 148560 \n", "energy 0.92 \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", "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", "time_signature 4 \n", "track_href https://api.spotify.com/v1/tracks/1NvBOki5VmSS... \n", "track_number 11 \n", "type audio_features \n", "uri spotify:track:1NvBOki5VmSSVelycoMo96 \n", "valence 0.244 \n", "\n", " 285 \n", "_id 31KuT5lcyp6NlDBjp3EVTp \n", "acousticness 0.000283 \n", "album {'name': 'Live 1965: Music From Charlie Is My ... \n", "album_id 5eTqRwTGKPBUiUuN1rFaXD \n", "analysis_url https://api.spotify.com/v1/audio-analysis/31Ku... \n", "artist_id 22bE4uQ6baNwSHPVcDxLCe \n", "artist_name The Rolling Stones \n", "artists [{'name': 'The Rolling Stones', 'type': 'artis... \n", "available_markets [AD, AR, AT, AU, BE, BG, BO, BR, CH, CL, CO, C... \n", "danceability 0.213 \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", "key 9 \n", "liveness 0.932 \n", "loudness -4.779 \n", "mode 1 \n", "name The Last Time - Live In Ireland / 1965 \n", "popularity 25 \n", "preview_url https://p.scdn.co/mp3-preview/4e412cd1b893a89b... \n", "speechiness 0.059 \n", "tempo 180.024 \n", "time_signature 4 \n", "track_href https://api.spotify.com/v1/tracks/31KuT5lcyp6N... \n", "track_number 12 \n", "type audio_features \n", "uri spotify:track:31KuT5lcyp6NlDBjp3EVTp \n", "valence 0.484 \n", "\n", "[34 rows x 286 columns]" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stones_tracks = pd.DataFrame(list(tracks.find({'artist_id': stones_id})))\n", "stones_tracks.T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How happy are the Beatles and Stones tracks?" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "beatles_tracks['valence'].hist()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stones_tracks['valence'].hist()" ] }, { "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": 35, "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": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "586" ] }, "execution_count": 36, "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": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "774" ] }, "execution_count": 38, "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": 40, "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": 65, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "402" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "genius_song_search(beatles_genius_id)\n", "genius_tracks.find().count()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "1071" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "genius_song_search(stones_genius_id)\n", "genius_tracks.find().count()" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'_id': 210353,\n", " 'annotation_count': 1,\n", " 'api_path': '/songs/210353',\n", " 'full_title': '1822! by\\xa0The\\xa0Beatles',\n", " 'header_image_thumbnail_url': 'https://s3.amazonaws.com/rapgenius/Live%20at%20the%20BBC%20disc%202%20BBC.png',\n", " 'header_image_url': 'https://s3.amazonaws.com/rapgenius/Live%20at%20the%20BBC%20disc%202%20BBC.png',\n", " 'id': 210353,\n", " 'lyrics_owner_id': 225680,\n", " 'path': '/The-beatles-1822-lyrics',\n", " 'primary_artist': {'api_path': '/artists/586',\n", " 'header_image_url': 'https://images.genius.com/b82dbb78926a812abfa10886ac84c1a8.1000x523x1.jpg',\n", " 'id': 586,\n", " '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://s3.amazonaws.com/rapgenius/Live%20at%20the%20BBC%20disc%202%20BBC.png',\n", " 'stats': {'hot': False, 'unreviewed_annotations': 0},\n", " 'title': '1822!',\n", " 'url': 'https://genius.com/The-beatles-1822-lyrics'}" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "genius_tracks.find_one()" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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full_title1822! by The BeatlesAcross the Universe by The BeatlesAcross the Universe (Wildlife Version) by The ...Act Naturally by The BeatlesA Day In the Life by The BeatlesA Hard Day's Night by The BeatlesAin't She Sweet by The BeatlesA Little Rhyme by The Beatles (Ft. John & Rodn...All I've Got to Do by The BeatlesAll My Loving by The Beatles...Where Bluebirds Fly by RadioheadWhere I End and You Begin by RadioheadWicked Child by RadioheadWish You Were Here by RadioheadWonderwall by RadioheadWorrywort by RadioheadYes I Am by RadioheadYou by RadioheadYou and Whose Army? by RadioheadYou Never Wash Up After Yourself by Radiohead
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title1822!Across the UniverseAcross the Universe (Wildlife Version)Act NaturallyA Day In the LifeA Hard Day's NightAin't She SweetA Little RhymeAll I've Got to DoAll My Loving...Where Bluebirds FlyWhere I End and You BeginWicked ChildWish You Were HereWonderwallWorrywortYes I AmYouYou and Whose Army?You Never Wash Up After Yourself
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15 rows × 611 columns

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" ], "text/plain": [ " 0 \\\n", "_id 210353 \n", "annotation_count 1 \n", "api_path /songs/210353 \n", "full_title 1822! by The Beatles \n", "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/Live%20at%2... \n", "header_image_url https://s3.amazonaws.com/rapgenius/Live%20at%2... \n", "id 210353 \n", "lyrics_owner_id 225680 \n", "path /The-beatles-1822-lyrics \n", "primary_artist {'is_meme_verified': False, 'header_image_url'... \n", "pyongs_count NaN \n", "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/Live%20at%2... \n", "stats {'hot': False, 'unreviewed_annotations': 0} \n", "title 1822! \n", "url https://genius.com/The-beatles-1822-lyrics \n", "\n", " 1 \\\n", "_id 123444 \n", "annotation_count 12 \n", "api_path /songs/123444 \n", "full_title Across the Universe by The Beatles \n", "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/the_beatles... \n", "header_image_url https://s3.amazonaws.com/rapgenius/the_beatles... \n", "id 123444 \n", 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https://images.genius.com/a3463161b8063164d2e3... \n", "stats {'hot': False, 'unreviewed_annotations': 0} \n", "title Across the Universe (Wildlife Version) \n", "url https://genius.com/The-beatles-across-the-univ... \n", "\n", " 3 \\\n", "_id 123816 \n", "annotation_count 5 \n", "api_path /songs/123816 \n", "full_title Act Naturally by The Beatles \n", "header_image_thumbnail_url https://images.genius.com/adbf27acc77a06acfa4a... \n", "header_image_url https://images.genius.com/adbf27acc77a06acfa4a... \n", "id 123816 \n", "lyrics_owner_id 22533 \n", "path /The-beatles-act-naturally-lyrics \n", "primary_artist {'is_meme_verified': False, 'header_image_url'... \n", "pyongs_count 2 \n", "song_art_image_thumbnail_url https://images.genius.com/adbf27acc77a06acfa4a... \n", "stats {'hot': False, 'unreviewed_annotations': 0} \n", "title Act Naturally \n", "url https://genius.com/The-beatles-act-naturally-l... \n", "\n", " 4 \\\n", "_id 1436 \n", "annotation_count 19 \n", "api_path /songs/1436 \n", "full_title A Day In the Life by The Beatles \n", "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/The-Beatles... \n", "header_image_url https://s3.amazonaws.com/rapgenius/The-Beatles... \n", "id 1436 \n", "lyrics_owner_id 7 \n", "path /The-beatles-a-day-in-the-life-lyrics \n", "primary_artist {'is_meme_verified': False, 'header_image_url'... \n", "pyongs_count 34 \n", "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/The-Beatles... \n", "stats {'hot': False, 'unreviewed_annotations': 0, 'p... \n", "title A Day In the Life \n", "url https://genius.com/The-beatles-a-day-in-the-li... \n", "\n", " 5 \\\n", "_id 118166 \n", "annotation_count 13 \n", "api_path /songs/118166 \n", "full_title A Hard Day's Night by The Beatles \n", "header_image_thumbnail_url https://images.genius.com/68c11c7f5b6b66194d77... \n", "header_image_url https://images.genius.com/68c11c7f5b6b66194d77... \n", "id 118166 \n", "lyrics_owner_id 1553 \n", "path /The-beatles-a-hard-days-night-lyrics \n", "primary_artist {'is_meme_verified': False, 'header_image_url'... \n", "pyongs_count 4 \n", "song_art_image_thumbnail_url https://images.genius.com/68c11c7f5b6b66194d77... \n", "stats {'hot': False, 'unreviewed_annotations': 0, 'p... \n", "title A Hard Day's Night \n", "url https://genius.com/The-beatles-a-hard-days-nig... \n", "\n", " 6 \\\n", "_id 210540 \n", "annotation_count 0 \n", "api_path /songs/210540 \n", "full_title Ain't She Sweet by The Beatles \n", "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/view.jpg \n", "header_image_url https://s3.amazonaws.com/rapgenius/view.jpg \n", "id 210540 \n", "lyrics_owner_id 250962 \n", "path /The-beatles-aint-she-sweet-lyrics \n", "primary_artist {'is_meme_verified': False, 'header_image_url'... \n", "pyongs_count NaN \n", "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/view.jpg \n", "stats {'hot': False, 'unreviewed_annotations': 0} \n", "title Ain't She Sweet \n", "url https://genius.com/The-beatles-aint-she-sweet-... \n", "\n", " 7 \\\n", "_id 210315 \n", "annotation_count 1 \n", "api_path /songs/210315 \n", "full_title A Little Rhyme by The Beatles (Ft. John & Rodn... \n", "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/110537_cda_... \n", "header_image_url https://s3.amazonaws.com/rapgenius/110537_cda_... \n", "id 210315 \n", "lyrics_owner_id 250962 \n", "path /The-beatles-a-little-rhyme-lyrics \n", "primary_artist {'is_meme_verified': False, 'header_image_url'... \n", "pyongs_count NaN \n", "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/110537_cda_... \n", "stats {'hot': False, 'unreviewed_annotations': 0} \n", "title A Little Rhyme \n", "url https://genius.com/The-beatles-a-little-rhyme-... \n", "\n", " 8 \\\n", "_id 123414 \n", "annotation_count 1 \n", "api_path /songs/123414 \n", "full_title All I've Got to Do by The Beatles \n", "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/Beatles2.jpg \n", "header_image_url https://s3.amazonaws.com/rapgenius/Beatles2.jpg \n", "id 123414 \n", "lyrics_owner_id 22533 \n", "path /The-beatles-all-ive-got-to-do-lyrics \n", "primary_artist {'is_meme_verified': False, 'header_image_url'... \n", "pyongs_count 1 \n", "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/Beatles2.jpg \n", "stats {'hot': False, 'unreviewed_annotations': 0} \n", "title All I've Got to Do \n", "url https://genius.com/The-beatles-all-ive-got-to-... \n", "\n", " 9 \\\n", "_id 123415 \n", "annotation_count 4 \n", "api_path /songs/123415 \n", "full_title All My Loving by The Beatles \n", "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/Beatles2.jpg \n", "header_image_url https://s3.amazonaws.com/rapgenius/Beatles2.jpg \n", "id 123415 \n", "lyrics_owner_id 22533 \n", "path /The-beatles-all-my-loving-lyrics \n", "primary_artist {'is_meme_verified': False, 'header_image_url'... \n", "pyongs_count 4 \n", "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/Beatles2.jpg \n", "stats {'hot': False, 'unreviewed_annotations': 0, 'p... \n", "title All My Loving \n", "url https://genius.com/The-beatles-all-my-loving-l... \n", "\n", " ... \\\n", "_id ... \n", "annotation_count ... \n", "api_path ... \n", "full_title ... \n", "header_image_thumbnail_url ... \n", "header_image_url ... \n", "id ... \n", "lyrics_owner_id ... \n", "path ... \n", "primary_artist ... \n", "pyongs_count ... \n", "song_art_image_thumbnail_url ... \n", "stats ... \n", "title ... \n", "url ... \n", "\n", " 601 \\\n", "_id 2853637 \n", "annotation_count 0 \n", "api_path /songs/2853637 \n", "full_title Where Bluebirds Fly by Radiohead \n", "header_image_thumbnail_url https://images.genius.com/8ae50c3392a15c9c558c... \n", "header_image_url https://images.genius.com/8ae50c3392a15c9c558c... \n", "id 2853637 \n", "lyrics_owner_id 2726776 \n", "path /Radiohead-where-bluebirds-fly-lyrics \n", "primary_artist {'is_meme_verified': False, 'header_image_url'... \n", "pyongs_count NaN \n", "song_art_image_thumbnail_url https://images.genius.com/8ae50c3392a15c9c558c... \n", "stats {'hot': False, 'unreviewed_annotations': 0} \n", "title Where Bluebirds Fly \n", "url https://genius.com/Radiohead-where-bluebirds-f... \n", "\n", " 602 \\\n", "_id 115809 \n", "annotation_count 7 \n", "api_path /songs/115809 \n", "full_title Where I End and You Begin by Radiohead \n", "header_image_thumbnail_url https://images.genius.com/5ccb8a89b0f674962982... \n", "header_image_url https://images.genius.com/5ccb8a89b0f674962982... \n", "id 115809 \n", "lyrics_owner_id 2726776 \n", "path /Radiohead-where-i-end-and-you-begin-lyrics \n", "primary_artist {'is_meme_verified': False, 'header_image_url'... \n", "pyongs_count 5 \n", "song_art_image_thumbnail_url https://images.genius.com/5ccb8a89b0f674962982... \n", "stats {'hot': False, 'unreviewed_annotations': 2, 'p... \n", "title Where I End and You Begin \n", "url https://genius.com/Radiohead-where-i-end-and-y... \n", "\n", " 603 \\\n", "_id 1205907 \n", "annotation_count 1 \n", "api_path /songs/1205907 \n", "full_title Wicked Child by Radiohead \n", "header_image_thumbnail_url https://images.genius.com/25efaa8c220fdcfec8a9... \n", "header_image_url https://images.genius.com/25efaa8c220fdcfec8a9... \n", "id 1205907 \n", "lyrics_owner_id 1549345 \n", "path /Radiohead-wicked-child-lyrics \n", "primary_artist {'is_meme_verified': False, 'header_image_url'... \n", "pyongs_count NaN \n", "song_art_image_thumbnail_url https://images.genius.com/25efaa8c220fdcfec8a9... \n", "stats {'hot': False, 'unreviewed_annotations': 0} \n", "title Wicked Child \n", "url https://genius.com/Radiohead-wicked-child-lyrics \n", "\n", " 604 \\\n", "_id 1383236 \n", "annotation_count 1 \n", "api_path /songs/1383236 \n", "full_title Wish You Were Here by Radiohead \n", "header_image_thumbnail_url https://images.genius.com/25efaa8c220fdcfec8a9... \n", "header_image_url https://images.genius.com/25efaa8c220fdcfec8a9... \n", "id 1383236 \n", "lyrics_owner_id 1549345 \n", "path /Radiohead-wish-you-were-here-lyrics \n", "primary_artist {'is_meme_verified': False, 'header_image_url'... \n", "pyongs_count NaN \n", "song_art_image_thumbnail_url https://images.genius.com/25efaa8c220fdcfec8a9... \n", "stats {'hot': False, 'unreviewed_annotations': 0} \n", "title Wish You Were Here \n", "url https://genius.com/Radiohead-wish-you-were-her... \n", "\n", " 605 \\\n", "_id 1081664 \n", "annotation_count 1 \n", "api_path /songs/1081664 \n", "full_title Wonderwall by Radiohead \n", "header_image_thumbnail_url https://images.genius.com/25efaa8c220fdcfec8a9... \n", "header_image_url https://images.genius.com/25efaa8c220fdcfec8a9... \n", "id 1081664 \n", "lyrics_owner_id 1549345 \n", "path /Radiohead-wonderwall-lyrics \n", "primary_artist {'is_meme_verified': False, 'header_image_url'... \n", "pyongs_count NaN \n", "song_art_image_thumbnail_url https://images.genius.com/25efaa8c220fdcfec8a9... \n", "stats {'hot': False, 'unreviewed_annotations': 0} \n", "title Wonderwall \n", "url https://genius.com/Radiohead-wonderwall-lyrics \n", "\n", " 606 \\\n", "_id 350065 \n", "annotation_count 12 \n", "api_path /songs/350065 \n", "full_title Worrywort by Radiohead \n", "header_image_thumbnail_url https://images.genius.com/e4bdb3ab980f0f1b6ce4... \n", "header_image_url https://images.genius.com/e4bdb3ab980f0f1b6ce4... \n", "id 350065 \n", "lyrics_owner_id 428027 \n", "path /Radiohead-worrywort-lyrics \n", "primary_artist {'is_meme_verified': False, 'header_image_url'... \n", "pyongs_count NaN \n", "song_art_image_thumbnail_url https://images.genius.com/e4bdb3ab980f0f1b6ce4... \n", "stats {'hot': False, 'unreviewed_annotations': 11} \n", "title Worrywort \n", "url https://genius.com/Radiohead-worrywort-lyrics \n", "\n", " 607 \\\n", "_id 1226422 \n", "annotation_count 1 \n", "api_path /songs/1226422 \n", "full_title Yes I Am by Radiohead \n", "header_image_thumbnail_url https://images.genius.com/6b45ffa7fd55970e6411... \n", "header_image_url https://images.genius.com/6b45ffa7fd55970e6411... \n", "id 1226422 \n", "lyrics_owner_id 1549345 \n", "path /Radiohead-yes-i-am-lyrics \n", "primary_artist {'is_meme_verified': False, 'header_image_url'... \n", "pyongs_count 2 \n", "song_art_image_thumbnail_url https://images.genius.com/6b45ffa7fd55970e6411... \n", "stats {'hot': False, 'unreviewed_annotations': 0} \n", "title Yes I Am \n", "url https://genius.com/Radiohead-yes-i-am-lyrics \n", "\n", " 608 \\\n", "_id 98114 \n", "annotation_count 6 \n", "api_path /songs/98114 \n", "full_title You by Radiohead \n", "header_image_thumbnail_url https://images.genius.com/6c0cb1c55fc88c941dac... \n", "header_image_url https://images.genius.com/6c0cb1c55fc88c941dac... \n", "id 98114 \n", "lyrics_owner_id 116170 \n", "path /Radiohead-you-lyrics \n", "primary_artist {'is_meme_verified': False, 'header_image_url'... \n", "pyongs_count 1 \n", "song_art_image_thumbnail_url https://images.genius.com/6c0cb1c55fc88c941dac... \n", "stats {'hot': False, 'unreviewed_annotations': 1} \n", "title You \n", "url https://genius.com/Radiohead-you-lyrics \n", "\n", " 609 \\\n", "_id 114477 \n", "annotation_count 4 \n", "api_path /songs/114477 \n", "full_title You and Whose Army? by Radiohead \n", "header_image_thumbnail_url https://s3.amazonaws.com/rapgenius/1359924238_... \n", "header_image_url https://s3.amazonaws.com/rapgenius/1359924238_... \n", "id 114477 \n", "lyrics_owner_id 116340 \n", "path /Radiohead-you-and-whose-army-lyrics \n", "primary_artist {'is_meme_verified': False, 'header_image_url'... \n", "pyongs_count 4 \n", "song_art_image_thumbnail_url https://s3.amazonaws.com/rapgenius/1359924238_... \n", "stats {'hot': False, 'unreviewed_annotations': 0, 'p... \n", "title You and Whose Army? \n", "url https://genius.com/Radiohead-you-and-whose-arm... \n", "\n", " 610 \n", "_id 642622 \n", "annotation_count 1 \n", "api_path /songs/642622 \n", "full_title You Never Wash Up After Yourself by Radiohead \n", "header_image_thumbnail_url https://images.rapgenius.com/0d14d86aec456da16... \n", "header_image_url https://images.rapgenius.com/0d14d86aec456da16... \n", "id 642622 \n", "lyrics_owner_id 1158811 \n", "path /Radiohead-you-never-wash-up-after-yourself-ly... \n", "primary_artist {'is_meme_verified': False, 'header_image_url'... \n", "pyongs_count NaN \n", "song_art_image_thumbnail_url https://images.rapgenius.com/0d14d86aec456da16... \n", "stats {'hot': False, 'unreviewed_annotations': 0} \n", "title You Never Wash Up After Yourself \n", "url https://genius.com/Radiohead-you-never-wash-up... \n", "\n", "[15 rows x 611 columns]" ] }, "execution_count": 68, "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": 42, "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": 70, "metadata": { "collapsed": false }, "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": 70, "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": 45, "metadata": { "collapsed": false }, "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": 45, "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": 56, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'original_lyrics_text'" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "genius_tracks.create_index([('original_lyrics', pymongo.TEXT)])" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false, "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[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\\nTied up\\nTied up\\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][x2]\\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": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[t['original_lyrics'] for t in genius_tracks.find({'$text': {'$search': 'chorus'}}, limit=10)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Matching datasets\n", "Now it's time to match up the datasets. First, we simplify the titles of the tracks, to sidestep differences in punctuation, capitalisation, and the like.\n", "\n", "* [Top](#top)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def canonical_name(text):\n", " t1 = re.sub(' - .*', '', text) # Strip the \" - Remastered 2015\" suffix\n", " t2 = re.sub('[^\\w\\s]', '', t1) # strip all characters except letters, numbers, and whitespace\n", " t3 = re.sub('\\s+', ' ', t2) # collapse whitespace\n", " return t3.lower() # convert to lowercase and return" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'a hard days night'" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "canonical_name(\"A Hard Day's Night - Live / Remastered\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Add the simplified title to each track in the Spotify and Genius collections." ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for t in tracks.find():\n", " tracks.update_one({'_id': t['_id']}, {'$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", "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": 49, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(489, 559, 57)" ] }, "execution_count": 49, "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": "code", "execution_count": 50, "metadata": { "collapsed": false, "scrolled": true }, "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'}" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "spotify_only" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "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'}" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "genius_only" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Manually fix a couple of errors." ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 52, "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", " {'$set': {'ctitle': 'bullet proof i wish i was'}})" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(306, 293, 41)" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "in_both = set(g['ctitle'] for g in genius_tracks.find({}, ['ctitle']) if tracks.find({'ctitle': g['ctitle']}).count())\n", "genius_only = set(g['ctitle'] for g in genius_tracks.find({}, ['ctitle']) if not tracks.find({'ctitle': g['ctitle']}).count())\n", "spotify_only = set(s['ctitle'] for s in tracks.find({}, ['ctitle']) if not genius_tracks.find({'ctitle': s['ctitle']}).count())\n", "len(in_both), len(genius_only), len(spotify_only)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Copy the lyrics over\n", "Now can can connect the tracks, let's copy across the lyrics from the Genius collection into the Spotify collection. We'll calculate the lyrical density at the same time.\n", "\n", "* [Top](#top)" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for t in tracks.find({}, ['ctitle', 'duration_ms']):\n", " gts = genius_tracks.find({'ctitle': t['ctitle'], 'lyrics': {'$exists': True}}, ['lyrics', 'original_lyrics'])\n", " for gt in gts:\n", " tracks.update_one({'_id': t['_id']}, \n", " {'$set': {'lyrics': gt['lyrics'], \n", " 'original_lyrics': gt['original_lyrics'],\n", " 'lyrical_density': 1000 * len(gt['lyrics'].split()) / t['duration_ms']}})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sentiment analysis\n", "I couldn't find an easily-installable equivalent to the NRC corpus, so I'm using a sentiment analysis API endpoint from [Text Processing](http://text-processing.com/docs/sentiment.html).\n", "\n", "* [Top](#top)" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "for t in tracks.find({'lyrics': {'$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']}, {'$set': {'sentiment': response}})" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "dict_keys(['sentiment', 'mode', 'instrumentalness', 'href', 'energy', 'album', 'track_href', 'popularity', 'disc_number', 'liveness', 'available_markets', 'name', 'track_number', 'loudness', 'danceability', 'lyrics', 'uri', 'speechiness', 'type', 'explicit', 'external_urls', 'external_ids', 'artist_id', 'id', 'analysis_url', 'album_id', 'valence', '_id', 'lyrical_density', 'acousticness', 'ctitle', 'duration_ms', 'preview_url', 'artists', 'tempo', 'time_signature', 'artist_name', 'key', 'original_lyrics'])" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tracks.find_one({'sentiment': {'$exists': True}}).keys()" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "collapsed": false }, "outputs": [ { "data": { "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}" ] }, "execution_count": 83, "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)" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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447iABnSNZciNepqGtjMQxxdThe BeatlesCome Together - Remastered 20150.1780
590MKqeOVdZcUFGJvWpGCKbGThe BeatlesCome Together - Remastered 20090.1790
1102tf8ljpWPmXNIFgRVhEuJgThe BeatlesGood Night - Remastered 20090.1920
\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": [ "" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "beatles_df['valence'].hist()" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "radiohead_df['valence'].hist()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now plot both on the same chart, to clearly show that Radiohead songs are generally lower-valence than The Beatles." ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"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)" ] }, { "cell_type": "code", "execution_count": 90, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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_idartist_namenamenegneutralposvalence
883VgxeWOGdUYvtX1j8C9VyVThe BeatlesI'm So Tired - Remastered 20090.8924890.1463020.1075110.6300
626gLmFcRwyQCQT23Df2Re9GThe BeatlesI Want You (She's So Heavy) - Remastered 20090.8826420.0918190.1173580.4160
1076ZrPbHp9kRmQj1tGLvna8UThe BeatlesRevolution 9 - Remastered 20090.8732850.1723220.1267150.0963
1863EbGioQyKyf4dycuiPOg3kThe BeatlesEverybody's Trying To Be My Baby - Remastered ...0.8669850.9143320.1330150.9370
1679QDgDoBbS7pCrOjIH7ByAThe BeatlesEverybody’s Trying To Be My Baby - Live / Bonu...0.8669850.9143320.1330150.6390
534311wT21Et0q3vepFwXjTuThe BeatlesOne After 909 - Remastered 20090.8657370.1584700.1342630.9040
1483QbhVaulXxTyuAxHY3Pa5NThe BeatlesYou Won't See Me - Remastered 20090.8645850.2472260.1354150.4620
1953Aqo28W4LLAolYpN3duVJlThe BeatlesI'll Cry Instead - Remastered 20090.8637720.1605160.1362280.9610
923OSi8ehmSWLTD5KatlzX8rThe BeatlesDon't Pass Me By - Remastered 20090.8578310.1206760.1421690.9480
1343wAOX1N5M0ta3QNsokmhJVThe BeatlesI'm Only Sleeping - Remastered 20090.8576510.2698000.1423490.7000
\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 " ] }, "execution_count": 90, "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)" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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_idartist_namenamenegneutralposvalence
10111qDTSr3Dj4TkPnBcIOqEJRadioheadVegetable0.8832910.1703710.1167090.399
4938WL6GlG9NHFiQS6JxV84rRadioheadMyxomatosis0.8649210.2613550.1350790.560
972zYmvi3w2T8a9Ckrv21bvWRadioheadStop Whispering0.8559820.1886000.1440180.279
341w8QCSDH4QobcQeT4uMKLmRadiohead4 Minute Warning0.8548200.5165740.1451800.219
833aDUSpF3LexOr1lFKvPV2hRadioheadThe Bends0.8542440.5338230.1457560.315
10348IEDejXX5LH8TAC3VIGpcRadioheadI Can't0.8497300.2653750.1502700.269
753SVAN3BRByDmHOhKyIDxfCRadioheadKarma Police0.8461290.1004380.1538710.311
894dPKQxaraW6CG1rTBzV6DWRadioheadMy Iron Lung0.8450800.1908630.1549200.643
245SdmtFbNOD7Qej6jFCHkOMRadioheadFaust Arp0.8385320.1677780.1614680.224
4677SPrxY5gn6VPrKPGrfLnMRadioheadThere, There0.8355410.1359510.1644590.726
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" ], "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": 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dBgXRLQX9/qVbEFFZBmFMRYRug7RlZhilZQT5ludzm5L89Ulb3JW0d687th7d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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": 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QlvG5HfghLr4wWa5mKnXDLIiSSSadhydzFHQqE/o0i/PMisNHLNZXd03M7+oj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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": 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"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": [ "
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_idartist_namegloomlyrical_densitynamenegvalence
27966cuLvkHsW7dNkfNk6gQP9Radiohead1.5052621.991725A Wolf At the Door0.7933630.3630
50GRplBEB2FWCKutwMmS6nYThe Beatles1.4750371.853118Ticket To Ride - Live / Remastered0.8254390.4050
2525SdmtFbNOD7Qej6jFCHkOMRadiohead1.3989201.411166Faust Arp0.8385320.2240
893VgxeWOGdUYvtX1j8C9VyVThe Beatles1.3936971.708599I'm So Tired - Remastered 20090.8924890.6300
1086ZrPbHp9kRmQj1tGLvna8UThe Beatles1.2703270.874479Revolution 9 - Remastered 20090.8732850.0963
745H9q6ctIlamkqukdTrNt3kThe Beatles1.2615392.616693Her Majesty - Remastered 20090.5566080.4900
3113aDUSpF3LexOr1lFKvPV2hRadiohead1.2397681.100731The Bends0.8542440.3150
240mNQUZEATk2uItMUtiLWK5The Beatles1.2136451.615224A Hard Day's Night - Remastered 20150.8333090.7520
1120ttMfoND7IQqFSMVOPkELCThe Beatles1.2121480.799772Blue Jay Way - Remastered 20090.8124900.0380
1615ou2BiQ9FxIYkxsYvYHpATThe Beatles1.2103781.648037Help! - Remastered 20090.8239150.7610
\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 " ] }, "execution_count": 97, "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." ] }, { "cell_type": "code", "execution_count": 471, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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_idartist_namegloomlyrical_densitynamenegvalence
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 Down0.8258870.1310
2311qDTSr3Dj4TkPnBcIOqEJRadiohead1.0561870.711071Vegetable0.8832910.3990
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" ], "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 " ] }, "execution_count": 471, "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)" ] }, { "cell_type": "markdown", "metadata": {}, "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?" ] }, { "cell_type": "code", "execution_count": 98, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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_idartist_namegloomlyrical_densitynamenegvalence
40GRplBEB2FWCKutwMmS6nYThe Beatles1.4750371.853118Ticket To Ride - Live / Remastered0.8254390.4050
883VgxeWOGdUYvtX1j8C9VyVThe Beatles1.3936971.708599I'm So Tired - Remastered 20090.8924890.6300
1076ZrPbHp9kRmQj1tGLvna8UThe Beatles1.2703270.874479Revolution 9 - Remastered 20090.8732850.0963
735H9q6ctIlamkqukdTrNt3kThe Beatles1.2615392.616693Her Majesty - Remastered 20090.5566080.4900
230mNQUZEATk2uItMUtiLWK5The Beatles1.2136451.615224A Hard Day's Night - Remastered 20150.8333090.7520
1110ttMfoND7IQqFSMVOPkELCThe Beatles1.2121480.799772Blue Jay Way - Remastered 20090.8124900.0380
1605ou2BiQ9FxIYkxsYvYHpATThe Beatles1.2103781.648037Help! - Remastered 20090.8239150.7610
101alcPfZWUHh01l4Fnoo5JtThe Beatles1.2034161.332561Help! - Live / Remastered0.8239150.5150
2202Iccm3cKBQHWt5yk0yX9nhThe Beatles1.2001581.530785Please Please Me - Remastered 20090.8330680.7080
271dfuJYDSIc41cw5RPsaCF1The Beatles1.1874381.651824Help! - Remastered 20150.8239150.8100
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" ], "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 " ] }, "execution_count": 98, "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)" ] }, { "cell_type": "markdown", "metadata": {}, "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)" ] }, { "cell_type": "code", "execution_count": 99, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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_idartist_namelyrical_densitynamenegvalencescaled_ldgloom
2584gq2bc2770XvbJdEtfUbmwRadiohead0.201546Go Slowly0.7237740.04530.0396190.472775
30975YUnz58ajMo2VIIuUFvOVRadiohead0.248061The Tourist0.6678640.04000.0566580.471724
24601ZpFhrMMqKPVCwyqXneVpRadiohead0.218723True Love Waits0.5322060.03780.0459110.471229
2685olWalQH1oVza5D6xJg4oXRadiohead0.216752Sail To The Moon0.6057980.04580.0451890.469228
27253RYTfkLiyZuUZHwJC3WmmRadiohead0.276367We Suck Young Blood0.5353580.03780.0670270.466795
2054sLGaMl33I6mcsk7u4xHAURadiohead0.146307Codex0.6379420.06290.0193850.465650
1120ttMfoND7IQqFSMVOPkELCThe Beatles0.799772Blue Jay Way - Remastered 20090.8124900.03800.2587550.461657
2970COiZ7ncho2yi4HotbzgPvRadiohead0.349157Motion Picture Soundtrack0.5768080.04250.0936900.460916
2563uxhyRdWVXp7GQvERQl6fARadiohead0.382643Videotape0.6529620.04680.1059570.460694
3187wB2VenWR6rchtLwawreIgRadiohead0.359311Bullet Proof ... I Wish I Was0.8046360.07810.0974100.455239
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" ], "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": [ "
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_idartist_namelyrical_densitynamenegvalencescaled_ldgloom
2584gq2bc2770XvbJdEtfUbmwRadiohead0.201546Go Slowly0.7237740.04530.0396190.472775
30975YUnz58ajMo2VIIuUFvOVRadiohead0.248061The Tourist0.6678640.04000.0566580.471724
24601ZpFhrMMqKPVCwyqXneVpRadiohead0.218723True Love Waits0.5322060.03780.0459110.471229
2685olWalQH1oVza5D6xJg4oXRadiohead0.216752Sail To The Moon0.6057980.04580.0451890.469228
27253RYTfkLiyZuUZHwJC3WmmRadiohead0.276367We Suck Young Blood0.5353580.03780.0670270.466795
2054sLGaMl33I6mcsk7u4xHAURadiohead0.146307Codex0.6379420.06290.0193850.465650
2970COiZ7ncho2yi4HotbzgPvRadiohead0.349157Motion Picture Soundtrack0.5768080.04250.0936900.460916
2563uxhyRdWVXp7GQvERQl6fARadiohead0.382643Videotape0.6529620.04680.1059570.460694
3187wB2VenWR6rchtLwawreIgRadiohead0.359311Bullet Proof ... I Wish I Was0.8046360.07810.0974100.455239
2895AiNZnMDCWwujIENPj9PV9Radiohead0.489208Everything In Its Right Place0.7168290.05850.1449920.454462
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" ], "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": [ "
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_idartist_namelyrical_densitynamenegvalencescaled_ldgloom
1120ttMfoND7IQqFSMVOPkELCThe Beatles0.799772Blue Jay Way - Remastered 20090.8124900.03800.2587550.461657
1086ZrPbHp9kRmQj1tGLvna8UThe Beatles0.874479Revolution 9 - Remastered 20090.8732850.09630.2861210.447499
02ucFulEWapRAmTn7l6f5Q7The Beatles0.169898Wild Honey Pie - Remastered 20090.3911780.15300.0280260.417113
1323ZFBeIyP41HhnALjxWy1pRThe Beatles0.628310A Day In The Life - Remastered 20090.7812960.16200.1959470.413445
1460agoaPIy92gPZ6zRhqXarEThe Beatles0.634931Tomorrow Never Knows - Remastered 20090.3435990.05560.1983720.412609
10327YZJHyTTDIurMqDu1v2efThe Beatles0.429399Long, Long, Long - Remastered 20090.5241220.13500.1230840.411522
654cLoL5KPfE1hAwfsO84FX7The Beatles0.325955Because - Remastered 20090.4662540.16200.0851910.403165
6671Ij3VBYQWMrng61Ae4tBuThe Beatles0.592658You Never Give Me Your Money - Remastered 20090.7534480.22600.1828870.385121
673jPXnX4SskFgAcC4YBKOwNThe Beatles0.273472Sun King - Remastered 20090.3008090.19700.0659660.384936
437iABnSNZciNepqGtjMQxxdThe Beatles0.800176Come Together - Remastered 20150.5625520.17800.2589030.377414
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" ], "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": [ "
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_idartist_namelyrical_densitynamenegvalencescaled_ldgloom
2963uskN0xLezVg4281wzeQnThe Beatles1.005426Yesterday - Remastered 20150.8521560.3480.3340880.359435
1251Ipl1kvks5s6GKn6oqgzeYThe Beatles1.064324She's Leaving Home - Remastered 20090.7645530.3770.3556630.336673
340TRkjwb4uY3CHb5zhr9bBdThe Beatles1.628703Eleanor Rigby - Remastered 20150.8032320.8450.5624010.259783
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" ], "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": [ "
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_idartist_namelyrical_densitynamenegvalencescaled_ldgloom
843fuEJBCK3kWnJHFTODR4cbThe Beatles1.608806Ob-La-Di, Ob-La-Da - Remastered 20090.0809690.9750.5551120.028035
783TEbDhNDU4NDXq0h86nGZ7The Beatles1.008850Hey Bulldog - Remastered 20090.2391980.9420.3353420.059382
2205VsIn7QQqcacePIb0vO0owThe Beatles0.465201Not A Second Time - Remastered 20090.7738050.9610.1361980.069540
974KIXWIzNcKzorNDgvMQwmDThe Beatles0.631592Birthday - Remastered 20090.3737310.9160.1971490.070560
2107cPPyMrSAQY7A686Cn9eUPThe Beatles0.891649All My Loving - Remastered 20090.2350230.8910.2924110.072925
1873EbGioQyKyf4dycuiPOg3kThe Beatles0.438356Everybody's Trying To Be My Baby - Remastered ...0.8669850.9370.1263650.082298
560cJ053ljI4BuP5P8tJnK5jThe Beatles0.893485For You Blue - Remastered 20090.4718270.9580.2930830.083988
2166xJSJpO6HJwHhu7UaIc8qRThe Beatles0.585885Hold Me Tight - Remastered 20090.8048700.9630.1804060.087764
4872Ob0wrObCXgvGYhFs8vipThe Beatles0.938049Across The Universe - Remastered 20090.2955250.8620.3094080.093370
1416RdvhWyzCULNTHcMbAXwXKThe Beatles0.879719And Your Bird Can Sing - Remastered 20090.5828750.9660.2880410.096049
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" ], "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": [ "
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_idartist_namelyrical_densitynamenegvalencescaled_ldgloom
10eECFDnWy0RdjMmJ8NOeALRadiohead0.093389Feral0.4652160.7510.0000000.124500
2476dsq7Nt5mIFzvm5kIYNORyRadiohead0.67427215 Step0.8354880.8480.2127830.148717
27477SPrxY5gn6VPrKPGrfLnMRadiohead0.438813There, There0.8355410.7260.1265320.172527
2696CVdTDYoDbwYj4xn8u5GhaRadiohead0.452573Backdrifts0.8215320.7240.1315730.173889
25515ea10YpJIl3mJq75yzqsDRadiohead0.952216Jigsaw Falling Into Place0.7572250.8180.3145970.181482
2636P67UTTr5qN7XYSSlj0n6XRadiohead0.503609Paperbag Writer0.7546800.7040.1502680.182462
2983OsUjkcv1C1v5udFhgRSFgRadiohead0.329999Airbag0.6423480.6420.0866730.191323
30453aFGAl0Vebwp2bo8wtdWRRadiohead2.019892Fitter Happier0.4468410.7280.7056970.197693
2643STByesnbcQatiGHgwi1TvRadiohead0.622541I Am a Wicked Child0.7637060.6880.1938340.199778
2363pcCifdPTc2BbqmWpEhtUdRadiohead0.439692Burn the Witch0.5826020.6250.1268540.200668
\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 " ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results[results['artist_name'] == 'Radiohead'].sort_values('gloom', ascending=True).head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "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", "\n", "These are the songs I mean:" ] }, { "cell_type": "code", "execution_count": 105, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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hodBVE8VjaTfS6FzVyXvctIftyOHnz/08tPz5BDGbmPKuDGzkiK7Gih27kFjd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\nlIiCEARBEJT8f2yXnXTotlJgAAAAAElFTkSuQmCC\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", "\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()" ] }, { "cell_type": "code", "execution_count": 106, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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_idartist_namelyrical_densitynamenegvalencescaled_ldgloom
237pQAq14Z73YUFMtxCyt0bGThe Beatles1.516618Can't Buy Me Love - Remastered 20150.7383870.9570.5213430.202768
281dfuJYDSIc41cw5RPsaCF1The Beatles1.651824Help! - Remastered 20150.8239150.8100.5708700.275942
340TRkjwb4uY3CHb5zhr9bBdThe Beatles1.628703Eleanor Rigby - Remastered 20150.8032320.8450.5624010.259783
4657n1teNb2tkcfiYagPmUWrThe Beatles0.885556Two Of Us - Remastered 20090.7110800.9230.2901790.130498
544311wT21Et0q3vepFwXjTuThe Beatles0.718556One After 909 - Remastered 20090.8657370.9040.2290050.136137
6867jL5ZAf8hNsRZrfBHNuBTThe Beatles1.277562Mean Mr Mustard - Remastered 20090.7006310.9670.4337740.161301
933OSi8ehmSWLTD5KatlzX8rThe Beatles0.733338Don't Pass Me By - Remastered 20090.8578310.9480.2344200.120451
944zExFATo8xg8qFfR4H1ZAnThe Beatles1.364176Why Don't We Do It In The Road? - Remastered 20090.7932420.9510.4655020.197723
13477f3aNeabAbOaSB32Sd5QEThe Beatles1.620131Eleanor Rigby - Remastered 20090.8032320.8210.5592610.264054
16867tvBtAhsfHBFpuqJ13ZUqThe Beatles0.924368Act Naturally - Remastered 20090.7226190.9460.3043960.128762
1701k9tpndMDRwLkNt67Dlg02The Beatles1.408837You Like Me Too Much - Remastered 20090.7734060.9000.4818620.212244
17267VdmhC89bZ6yK2XRys0lAThe Beatles1.087652I've Just Seen A Face - Remastered 20090.8052040.9170.3642080.173016
175009oOX7tpCPLzRL9AFiBS8The Beatles1.242035No Reply - Remastered 20090.7819420.8730.4207610.201287
1765zs8tSd7ZvwBgr4NUmF5zMThe Beatles0.959827I'm A Loser - Remastered 20090.8121140.8430.3173850.182462
1773mKtIanz0poYgLnRxZrfBOThe Beatles1.501767Baby's In Black - Remastered 20090.8200880.8620.5159030.244945
18533BGv6xzxHh5E7v3r1hJLLThe Beatles1.314197I Don't Want To Spoil The Party - Remastered 20090.8178010.8960.4471940.211604
1862YHzfuuDFXzoELxJnqM4atThe Beatles0.626500What You're Doing - Remastered 20090.7519890.8310.1952840.141424
1873EbGioQyKyf4dycuiPOg3kThe Beatles0.438356Everybody's Trying To Be My Baby - Remastered ...0.8669850.9370.1263650.082298
18869d54YOS8TOQiUYjX57XeAThe Beatles1.601816A Hard Day's Night - Remastered 20090.8333090.8020.5525520.274521
1934G5YzDD1nCUPwt5y1LQovFThe Beatles0.901370Tell Me Why - Remastered 20090.8499700.8190.2959720.189498
1947KmRz1oKEwgj9qpfn72OfOThe Beatles1.509096Can't Buy Me Love - Remastered 20090.7383870.8540.5185880.226602
1963Aqo28W4LLAolYpN3duVJlThe Beatles1.349222I'll Cry Instead - Remastered 20090.8637720.9610.4600240.209207
1994dyALlslhDEzwSEr7GteXaThe Beatles1.246021You Can't Do That - Remastered 20090.7274560.9620.4222210.164551
2085tNjuWwp6FxuWCrKQAMBTjThe Beatles0.959614It Won't Be Long - Remastered 20090.7833880.8680.3173070.169345
2091JPTCjLHEtqofOFmHsfiAHThe Beatles1.036117All I've Got To Do - Remastered 20090.7211910.8760.3453310.165114
2110lLeGCsQlAbEjQBPQQxQ1bThe Beatles0.998293Don't Bother Me - Remastered 20090.8248790.9210.3314760.163120
21255nE9EppLFdb0I1HBg2O2mThe Beatles0.695489Little Child - Remastered 20090.8488860.8780.2205550.141159
2145IIBY9M2GxHcVja6DA6wsFThe Beatles1.362221Please Mister Postman - Remastered 20090.8152010.9620.4647860.199616
2166xJSJpO6HJwHhu7UaIc8qRThe Beatles0.585885Hold Me Tight - Remastered 20090.8048700.9630.1804060.087764
2193Ltllbv2lbpjP6NgPMNiFgThe Beatles1.101133Devil In Her Heart - Remastered 20090.7792200.9640.3691470.155179
2205VsIn7QQqcacePIb0vO0owThe Beatles0.465201Not A Second Time - Remastered 20090.7738050.9610.1361980.069540
22333OXG0RTtw0ycGza22tnF6The Beatles1.022599Misery - Remastered 20090.8142300.9020.3403790.170895
2476dsq7Nt5mIFzvm5kIYNORyRadiohead0.67427215 Step0.8354880.8480.2127830.148717
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": [ "
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_idartist_namelyrical_densitynamenegvalencescaled_ldgloomcomplexity
1963Aqo28W4LLAolYpN3duVJlThe Beatles1.349222I'll Cry Instead - Remastered 20090.8637720.9610.4600240.2092070.830085
933OSi8ehmSWLTD5KatlzX8rThe Beatles0.733338Don't Pass Me By - Remastered 20090.8578310.9480.2344200.1204510.813223
1873EbGioQyKyf4dycuiPOg3kThe Beatles0.438356Everybody's Trying To Be My Baby - Remastered ...0.8669850.9370.1263650.0822980.812365
2145IIBY9M2GxHcVja6DA6wsFThe Beatles1.362221Please Mister Postman - Remastered 20090.8152010.9620.4647860.1996160.784223
544311wT21Et0q3vepFwXjTuThe Beatles0.718556One After 909 - Remastered 20090.8657370.9040.2290050.1361370.782626
2166xJSJpO6HJwHhu7UaIc8qRThe Beatles0.585885Hold Me Tight - Remastered 20090.8048700.9630.1804060.0877640.775090
2110lLeGCsQlAbEjQBPQQxQ1bThe Beatles0.998293Don't Bother Me - Remastered 20090.8248790.9210.3314760.1631200.759713
944zExFATo8xg8qFfR4H1ZAnThe Beatles1.364176Why Don't We Do It In The Road? - Remastered 20090.7932420.9510.4655020.1977230.754373
2193Ltllbv2lbpjP6NgPMNiFgThe Beatles1.101133Devil In Her Heart - Remastered 20090.7792200.9640.3691470.1551790.751168
21255nE9EppLFdb0I1HBg2O2mThe 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": [ "
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_idartist_namelyrical_densitynamenegvalencescaled_ldgloomcomplexity
2436f6pEjgfTtuRROmJ4a7Gf3Radiohead0.393192The Numbers0.2920080.05450.1098210.4368660.015914
1460agoaPIy92gPZ6zRhqXarEThe Beatles0.634931Tomorrow Never Knows - Remastered 20090.3435990.05560.1983720.4126090.019104
24601ZpFhrMMqKPVCwyqXneVpRadiohead0.218723True Love Waits0.5322060.03780.0459110.4712290.020117
27253RYTfkLiyZuUZHwJC3WmmRadiohead0.276367We Suck Young Blood0.5353580.03780.0670270.4667950.020237
2970COiZ7ncho2yi4HotbzgPvRadiohead0.349157Motion Picture Soundtrack0.5768080.04250.0936900.4609160.024514
2453cual6JOG286qZJmCxKRATRadiohead0.332577Tinker Tailor Soldier Sailor Rich Man Poor Man...0.4773220.05170.0876170.4535170.024678
30975YUnz58ajMo2VIIuUFvOVRadiohead0.248061The Tourist0.6678640.04000.0566580.4717240.026715
2685olWalQH1oVza5D6xJg4oXRadiohead0.216752Sail To The Moon0.6057980.04580.0451890.4692280.027746
2563uxhyRdWVXp7GQvERQl6fARadiohead0.382643Videotape0.6529620.04680.1059570.4606940.030559
1120ttMfoND7IQqFSMVOPkELCThe Beatles0.799772Blue Jay Way - Remastered 20090.8124900.03800.2587550.4616570.030875
\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": 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"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": { "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})" ] }, "execution_count": 111, "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" ] }, { "cell_type": "code", "execution_count": 112, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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_idartist_namenamerelease_dategloom
157gDXyW16byCQOgK965BRznThe BeatlesPlease Please Me (Remastered)1963-03-220.177208
143nkEsxmIX0zRNXGAexaHAnThe BeatlesWith The Beatles (Remastered)1963-11-220.152913
1271Mwd9tntFQYUk4k2DwA0DThe BeatlesA Hard Day's Night (Remastered)1964-07-100.215407
117BgGBZndAvDlKOcwe5rscZThe BeatlesBeatles For Sale (Remastered)1964-12-040.175109
1019K3IHYeVkUTjcBHGfbCOiThe BeatlesHelp! (Remastered)1965-08-060.220622
93OdI6e43crvyAHhaqpxSyzThe BeatlesRubber Soul (Remastered)1965-12-030.212179
80PYyrqs9NXtxPhf0CZkq2LThe BeatlesRevolver (Remastered)1966-08-050.235002
71PULmKbHeOqlkIwcDMNwD4The BeatlesSgt. Pepper's Lonely Hearts Club Band (Remaste...1967-06-010.228461
66P9yO0ukhOx3dvmhGKeYoCThe BeatlesMagical Mystery Tour (Remastered)1967-11-270.268458
503Qh833fEdVT30Pfs93ea6The BeatlesThe Beatles (Remastered)1968-11-220.246236
447bcKzmKgmMPHXNVOWpLiuThe BeatlesYellow Submarine (Remastered)1969-01-170.178876
32Pqkn9Dq2DFtdfkKAeqgMdThe BeatlesAbbey Road (Remastered)1969-09-260.288493
22pCqZLeavM2BMovJXsJEIVThe BeatlesLet It Be (Remastered)1970-05-080.218608
276400dnyeDyD2mIFHfkwHXNRadioheadPablo Honey1993-02-220.345315
26500FEaUzn8lN9zWFyZG5C2RadioheadThe Bends1995-03-280.341176
257dxKtc08dYeRVHt3p9CZJnRadioheadOK Computer1997-05-280.352902
2419RUXBFyM4PpmrLRdtqWbpRadioheadKid A2000-10-010.343130
15ju5Ouzan3QwXqQt1TihbhThe Beatles1 (Remastered)2000-11-130.224641
226svTt5o2lUgIrgYDKVmdnDRadioheadI Might Be Wrong2001-01-010.000000
236V9YnBmFjWmXCBaUVRCVXPRadioheadAmnesiac2001-03-120.373617
211oW3v5Har9mvXnGk0x4fHmRadioheadHail To the Thief2003-01-010.313755
206Eo5EkmdLvZrONzi046iC2RadioheadCom Lag: 2+2=52004-03-240.257476
1936lJLPoPPOKNFddTAcirncRadioheadIn Rainbows Disk 22007-01-010.382191
187eyQXxuf2nGj9d2367Gi5fRadioheadIn Rainbows2007-12-280.324238
131DBkJIEoeHrTX4WCBQGcCiRadioheadThe King Of Limbs2011-02-180.282058
1747xaqCsJcYFWqD1gwujl1TRadioheadTKOL RMX 12345672011-10-100.000000
166vuykQgDLUCiZ7YggIpLM9RadioheadA Moon Shaped Pool2016-05-080.382391
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": 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"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": [ "
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_idartist_namenamerelease_dategloom
157gDXyW16byCQOgK965BRznThe BeatlesPlease Please Me (Remastered)1963-03-220.177208
143nkEsxmIX0zRNXGAexaHAnThe BeatlesWith The Beatles (Remastered)1963-11-220.152913
1271Mwd9tntFQYUk4k2DwA0DThe BeatlesA Hard Day's Night (Remastered)1964-07-100.215407
117BgGBZndAvDlKOcwe5rscZThe BeatlesBeatles For Sale (Remastered)1964-12-040.175109
1019K3IHYeVkUTjcBHGfbCOiThe BeatlesHelp! (Remastered)1965-08-060.220622
93OdI6e43crvyAHhaqpxSyzThe BeatlesRubber Soul (Remastered)1965-12-030.212179
80PYyrqs9NXtxPhf0CZkq2LThe BeatlesRevolver (Remastered)1966-08-050.235002
71PULmKbHeOqlkIwcDMNwD4The BeatlesSgt. Pepper's Lonely Hearts Club Band (Remaste...1967-06-010.228461
66P9yO0ukhOx3dvmhGKeYoCThe BeatlesMagical Mystery Tour (Remastered)1967-11-270.268458
503Qh833fEdVT30Pfs93ea6The BeatlesThe Beatles (Remastered)1968-11-220.246236
447bcKzmKgmMPHXNVOWpLiuThe BeatlesYellow Submarine (Remastered)1969-01-170.178876
32Pqkn9Dq2DFtdfkKAeqgMdThe BeatlesAbbey Road (Remastered)1969-09-260.288493
22pCqZLeavM2BMovJXsJEIVThe BeatlesLet It Be (Remastered)1970-05-080.218608
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" ], "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": 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"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": [ "
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_idartist_namenamerelease_dategloom
276400dnyeDyD2mIFHfkwHXNRadioheadPablo Honey1993-02-220.345315
26500FEaUzn8lN9zWFyZG5C2RadioheadThe Bends1995-03-280.341176
257dxKtc08dYeRVHt3p9CZJnRadioheadOK Computer1997-05-280.352902
2419RUXBFyM4PpmrLRdtqWbpRadioheadKid A2000-10-010.343130
236V9YnBmFjWmXCBaUVRCVXPRadioheadAmnesiac2001-03-120.373617
211oW3v5Har9mvXnGk0x4fHmRadioheadHail To the Thief2003-01-010.313755
206Eo5EkmdLvZrONzi046iC2RadioheadCom Lag: 2+2=52004-03-240.257476
1936lJLPoPPOKNFddTAcirncRadioheadIn Rainbows Disk 22007-01-010.382191
187eyQXxuf2nGj9d2367Gi5fRadioheadIn Rainbows2007-12-280.324238
131DBkJIEoeHrTX4WCBQGcCiRadioheadThe King Of Limbs2011-02-180.282058
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": 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UKbJ5c3Bz9KnC5Zc7V0DbCa/DxKc+5QZWvfmmyyt/5JHwgx+4KeTykcWLnbvp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\nQmFhX1M+WcQUTzCE1W2UC7L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"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": [ "
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_idartist_namenamerelease_dategloomcomplexity
157gDXyW16byCQOgK965BRznThe BeatlesPlease Please Me (Remastered)1963-03-220.1772080.473255
143nkEsxmIX0zRNXGAexaHAnThe BeatlesWith The Beatles (Remastered)1963-11-220.1529130.584974
1271Mwd9tntFQYUk4k2DwA0DThe BeatlesA Hard Day's Night (Remastered)1964-07-100.2154070.549011
117BgGBZndAvDlKOcwe5rscZThe BeatlesBeatles For Sale (Remastered)1964-12-040.1751090.508739
1019K3IHYeVkUTjcBHGfbCOiThe BeatlesHelp! (Remastered)1965-08-060.2206220.492679
\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 " ] }, "execution_count": 119, "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": 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/CRUVoQsWvpsmuWGphvvFC99kupzdUSMMt1IU/L4PPPCgwoW9fLRwod5++0P6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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': {'$exists': True}}):\n", " ax.scatter(a.release_date, t['complexity'])\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 121, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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rXkUkNm4fEdnL+xsLmUQkkudUKkRkiPc3Fr9NgrjIIyJF+R6DX4jI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\nKXnDMIwYY0reMAwjxvx/dLNl6IZm3tQAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot_date(radiohead_df['release_date'].values, radiohead_df['complexity'].values, linestyle='-')\n", "\n", "fig.autofmt_xdate()\n", "\n", "for a in radiohead_df.itertuples():\n", " for t in tracks.find({'album.id': a[1], 'complexity': {'$exists': True}}):\n", " ax.scatter(a.release_date, t['complexity'])\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "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": 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G+P6/3aNGbYScecYe5v9sEbXf72fq2YM584ylgPrXnCpCXlGUC4CHkSuDAiHE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\nPQmvJ4yvXTpaT5LusvHaf/SpWAJU50o7ISviOsH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"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': {'$exists': True}}):\n", " ax.scatter(a.release_date, t['complexity'], color='blue')\n", " ax.scatter(a.release_date, t['valence'], color='orange')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 124, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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M3k6H7ydCWTH0uQJGLSEm4w+UVXoeWlYJMbu/g5+fh/q6IBT20CS6jHywWtehWP0owrFy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\nTz0Fa9fC0qV6EtasWdCnD5x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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot_date(radiohead_df['release_date'].values, radiohead_df['complexity'].values, linestyle='-', color='blue')\n", "ax.plot_date(radiohead_df['release_date'].values, radiohead_df['valence'].values, linestyle='-', color='orange')\n", "\n", "fig.autofmt_xdate()\n", "\n", "for a in radiohead_df.itertuples():\n", " for t in tracks.find({'album.id': a[1], 'complexity': {'$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)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2+" } }, "nbformat": 4, "nbformat_minor": 0 }