My Bui (Mimi)
Data Engineer & DataOps
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Spotify is a digital music, podcast, and video streaming service that gives you access to millions of songs and other content from artists all over the world. This data set explores Spotify API of a specific artist, and her artwork.
We’ll use Plotly, however the interactive effects cannot be shown here.
import requests
import pandas as pd
import numpy as np
headers = {"Authorization": "Bearer BQCFC1O8XU3m2gR6ho7QPGRq8nBPfiE08yd5etPAl-vJ9lmVkP0w4xVmA0c_cHe-rT6GhLtGtyp89cPTSH4"}
Looking for artist Adele
adele_info = requests.get('https://api.spotify.com/v1/search?q=adele&type=artist', headers=headers)
The get request resulted in all artists matching search keyword ‘adele’
adele_results = adele_info.json()
adele_results
{'artists': {'href': 'https://api.spotify.com/v1/search?query=adele&type=artist&offset=0&limit=20',
'items': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/4dpARuHxo51G3z768sgnrY'},
'followers': {'href': None, 'total': 21880591},
'genres': ['british soul', 'pop', 'uk pop'],
'href': 'https://api.spotify.com/v1/artists/4dpARuHxo51G3z768sgnrY',
'id': '4dpARuHxo51G3z768sgnrY',
'images': [{'height': 1000,
'url': 'https://i.scdn.co/image/ccbe7b4fef679f821988c78dbd4734471834e3d9',
'width': 1000},
{'height': 640,
'url': 'https://i.scdn.co/image/f8737f6fda048b45efe91f81c2bda2b601ae689c',
'width': 640},
{'height': 200,
'url': 'https://i.scdn.co/image/df070ad127f62d682596e515ac69d5bef56e0897',
'width': 200},
{'height': 64,
'url': 'https://i.scdn.co/image/cbbdfb209cc38b2999b1882f42ee642555316313',
'width': 64}],
'name': 'Adele',
'popularity': 86,
'type': 'artist',
'uri': 'spotify:artist:4dpARuHxo51G3z768sgnrY'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/5yUp79jSBSGdkbufl2hmcY'},
'followers': {'href': None, 'total': 805},
'genres': ['violin'],
'href': 'https://api.spotify.com/v1/artists/5yUp79jSBSGdkbufl2hmcY',
'id': '5yUp79jSBSGdkbufl2hmcY',
'images': [{'height': 1000,
'url': 'https://i.scdn.co/image/f872ff81d488a571190f9e3ab162db15361f7060',
'width': 1000},
{'height': 640,
'url': 'https://i.scdn.co/image/cdc5a89e78fff546f1939e7dd68904bd061b36f9',
'width': 640},
{'height': 200,
'url': 'https://i.scdn.co/image/1edaaef2eaefbf2bfb6a530e5464e40e5f398819',
'width': 200},
{'height': 64,
'url': 'https://i.scdn.co/image/4cab46ac52af13c19ecf94b9b36197fc4c09e664',
'width': 64}],
'name': 'Adele Anthony',
'popularity': 27,
'type': 'artist',
'uri': 'spotify:artist:5yUp79jSBSGdkbufl2hmcY'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/4AEv9RpfPAr67W04LqWLDb'},
'followers': {'href': None, 'total': 119},
'genres': [],
'href': 'https://api.spotify.com/v1/artists/4AEv9RpfPAr67W04LqWLDb',
'id': '4AEv9RpfPAr67W04LqWLDb',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b273178aa240560f208a694b5717',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e02178aa240560f208a694b5717',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d00004851178aa240560f208a694b5717',
'width': 64}],
'name': 'Adele Roberts',
'popularity': 30,
'type': 'artist',
'uri': 'spotify:artist:4AEv9RpfPAr67W04LqWLDb'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/4z6kZb2cYPUxzVyzpNCKDj'},
'followers': {'href': None, 'total': 182},
'genres': [],
'href': 'https://api.spotify.com/v1/artists/4z6kZb2cYPUxzVyzpNCKDj',
'id': '4z6kZb2cYPUxzVyzpNCKDj',
'images': [],
'name': 'Adele Haenel',
'popularity': 34,
'type': 'artist',
'uri': 'spotify:artist:4z6kZb2cYPUxzVyzpNCKDj'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/6bE0b3Rf90szzcwv0qs227'},
'followers': {'href': None, 'total': 327},
'genres': [],
'href': 'https://api.spotify.com/v1/artists/6bE0b3Rf90szzcwv0qs227',
'id': '6bE0b3Rf90szzcwv0qs227',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b273165c9c33710fddf07428e6e0',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e02165c9c33710fddf07428e6e0',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d00004851165c9c33710fddf07428e6e0',
'width': 64}],
'name': 'Adele Kraic',
'popularity': 21,
'type': 'artist',
'uri': 'spotify:artist:6bE0b3Rf90szzcwv0qs227'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/1ZxfPXwVNFPWZHWs5EyGNB'},
'followers': {'href': None, 'total': 2},
'genres': [],
'href': 'https://api.spotify.com/v1/artists/1ZxfPXwVNFPWZHWs5EyGNB',
'id': '1ZxfPXwVNFPWZHWs5EyGNB',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b27314067d5c18573cf54e3f62cd',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e0214067d5c18573cf54e3f62cd',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d0000485114067d5c18573cf54e3f62cd',
'width': 64}],
'name': 'Adele K',
'popularity': 17,
'type': 'artist',
'uri': 'spotify:artist:1ZxfPXwVNFPWZHWs5EyGNB'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/0UhoqhbYoPuORgj24VBUcp'},
'followers': {'href': None, 'total': 205},
'genres': [],
'href': 'https://api.spotify.com/v1/artists/0UhoqhbYoPuORgj24VBUcp',
'id': '0UhoqhbYoPuORgj24VBUcp',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b273f6a15fc6db4a2038a4059b82',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e02f6a15fc6db4a2038a4059b82',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d00004851f6a15fc6db4a2038a4059b82',
'width': 64}],
'name': 'Adèle Anderson',
'popularity': 20,
'type': 'artist',
'uri': 'spotify:artist:0UhoqhbYoPuORgj24VBUcp'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/7wm3zwQUO1hPk4m4sOUz1E'},
'followers': {'href': None, 'total': 53},
'genres': [],
'href': 'https://api.spotify.com/v1/artists/7wm3zwQUO1hPk4m4sOUz1E',
'id': '7wm3zwQUO1hPk4m4sOUz1E',
'images': [],
'name': 'Adèle Carlier',
'popularity': 21,
'type': 'artist',
'uri': 'spotify:artist:7wm3zwQUO1hPk4m4sOUz1E'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/2qS6cYzM5ajhprcxQa1Ilc'},
'followers': {'href': None, 'total': 31203},
'genres': ['norwegian pop', 'scandipop'],
'href': 'https://api.spotify.com/v1/artists/2qS6cYzM5ajhprcxQa1Ilc',
'id': '2qS6cYzM5ajhprcxQa1Ilc',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/e609d6033b6150755f26a1c31d74c25d0a238ddb',
'width': 640},
{'height': 320,
'url': 'https://i.scdn.co/image/538aca539b7e2cc0476913270b27174cf0eba76e',
'width': 320},
{'height': 160,
'url': 'https://i.scdn.co/image/5800cb8f767751161ea3265694f8d900c824137c',
'width': 160}],
'name': 'Adelén',
'popularity': 43,
'type': 'artist',
'uri': 'spotify:artist:2qS6cYzM5ajhprcxQa1Ilc'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/6HZ5IH5ksF7cs4mg0HQlSN'},
'followers': {'href': None, 'total': 1468},
'genres': [],
'href': 'https://api.spotify.com/v1/artists/6HZ5IH5ksF7cs4mg0HQlSN',
'id': '6HZ5IH5ksF7cs4mg0HQlSN',
'images': [],
'name': 'Adele Adkins',
'popularity': 23,
'type': 'artist',
'uri': 'spotify:artist:6HZ5IH5ksF7cs4mg0HQlSN'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/19RHMn8FFkEFmhPwyDW2ZC'},
'followers': {'href': None, 'total': 31595},
'genres': ['cabaret'],
'href': 'https://api.spotify.com/v1/artists/19RHMn8FFkEFmhPwyDW2ZC',
'id': '19RHMn8FFkEFmhPwyDW2ZC',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ca1b7900859930a1ffd8bde7d67647ea3d141b26',
'width': 640},
{'height': 320,
'url': 'https://i.scdn.co/image/fc6cb619b190b271c6fedffd3eb028224f649e32',
'width': 320},
{'height': 160,
'url': 'https://i.scdn.co/image/312f2f048d0516d3d24afd3c761855ebab0a4083',
'width': 160}],
'name': 'Robyn Adele Anderson',
'popularity': 48,
'type': 'artist',
'uri': 'spotify:artist:19RHMn8FFkEFmhPwyDW2ZC'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/06wuY3VLVdOEyRLGGpHIqK'},
'followers': {'href': None, 'total': 2997},
'genres': ['lovers rock'],
'href': 'https://api.spotify.com/v1/artists/06wuY3VLVdOEyRLGGpHIqK',
'id': '06wuY3VLVdOEyRLGGpHIqK',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/d99231d0b262f95807efb39c7b356eac1270f01f',
'width': 640},
{'height': 320,
'url': 'https://i.scdn.co/image/c1e4ac429079dd88ddf34e0f00e7b61288026c91',
'width': 320},
{'height': 160,
'url': 'https://i.scdn.co/image/4b556c170676b2bb1bac9d318a58d15d787080c6',
'width': 160}],
'name': 'Adele Harley',
'popularity': 21,
'type': 'artist',
'uri': 'spotify:artist:06wuY3VLVdOEyRLGGpHIqK'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/1kivdQIreUXoEYFwEuf8FP'},
'followers': {'href': None, 'total': 1869},
'genres': ['didgeridoo'],
'href': 'https://api.spotify.com/v1/artists/1kivdQIreUXoEYFwEuf8FP',
'id': '1kivdQIreUXoEYFwEuf8FP',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b273f17a4246033ab974acfbe586',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e02f17a4246033ab974acfbe586',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d00004851f17a4246033ab974acfbe586',
'width': 64}],
'name': 'Adèle & Zalem',
'popularity': 17,
'type': 'artist',
'uri': 'spotify:artist:1kivdQIreUXoEYFwEuf8FP'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/0Snj97D6oJSBTqBePPLmOt'},
'followers': {'href': None, 'total': 3},
'genres': [],
'href': 'https://api.spotify.com/v1/artists/0Snj97D6oJSBTqBePPLmOt',
'id': '0Snj97D6oJSBTqBePPLmOt',
'images': [],
'name': 'Adele Ange',
'popularity': 5,
'type': 'artist',
'uri': 'spotify:artist:0Snj97D6oJSBTqBePPLmOt'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/0efwUZapTfJs8BJHoJKUke'},
'followers': {'href': None, 'total': 68},
'genres': [],
'href': 'https://api.spotify.com/v1/artists/0efwUZapTfJs8BJHoJKUke',
'id': '0efwUZapTfJs8BJHoJKUke',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b2732fe1c5901e207da0e87543c5',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e022fe1c5901e207da0e87543c5',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d000048512fe1c5901e207da0e87543c5',
'width': 64}],
'name': 'Adele Addison',
'popularity': 10,
'type': 'artist',
'uri': 'spotify:artist:0efwUZapTfJs8BJHoJKUke'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/1fneR6LDxl9hclxo1OP2BP'},
'followers': {'href': None, 'total': 381},
'genres': ['spiritual jazz'],
'href': 'https://api.spotify.com/v1/artists/1fneR6LDxl9hclxo1OP2BP',
'id': '1fneR6LDxl9hclxo1OP2BP',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b27325c8d3d053610c860774dfc5',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e0225c8d3d053610c860774dfc5',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d0000485125c8d3d053610c860774dfc5',
'width': 64}],
'name': 'Adele Sebastian',
'popularity': 10,
'type': 'artist',
'uri': 'spotify:artist:1fneR6LDxl9hclxo1OP2BP'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/5zEh5XsQAkg0iUY3vPNU0l'},
'followers': {'href': None, 'total': 440},
'genres': [],
'href': 'https://api.spotify.com/v1/artists/5zEh5XsQAkg0iUY3vPNU0l',
'id': '5zEh5XsQAkg0iUY3vPNU0l',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/e1f6bd76a8b250b4c017d4401f5926d9a15a8b23',
'width': 640},
{'height': 320,
'url': 'https://i.scdn.co/image/89f855a6de811cbc8bfa178964a8c2e943c82395',
'width': 320},
{'height': 160,
'url': 'https://i.scdn.co/image/553691a82a096e04cca9374da60ebd21c69a1e56',
'width': 160}],
'name': 'Ester Adele',
'popularity': 28,
'type': 'artist',
'uri': 'spotify:artist:5zEh5XsQAkg0iUY3vPNU0l'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/6j7j0we7GM2loyhC0C59Zs'},
'followers': {'href': None, 'total': 3},
'genres': [],
'href': 'https://api.spotify.com/v1/artists/6j7j0we7GM2loyhC0C59Zs',
'id': '6j7j0we7GM2loyhC0C59Zs',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b2734f6a622618eb207e48e26bf4',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e024f6a622618eb207e48e26bf4',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d000048514f6a622618eb207e48e26bf4',
'width': 64}],
'name': 'Adele Legge',
'popularity': 12,
'type': 'artist',
'uri': 'spotify:artist:6j7j0we7GM2loyhC0C59Zs'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/71gkxf3mxb8HEupKuGYMGm'},
'followers': {'href': None, 'total': 291},
'genres': [],
'href': 'https://api.spotify.com/v1/artists/71gkxf3mxb8HEupKuGYMGm',
'id': '71gkxf3mxb8HEupKuGYMGm',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b273c776a7976ce3af1c2a968015',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e02c776a7976ce3af1c2a968015',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d00004851c776a7976ce3af1c2a968015',
'width': 64}],
'name': 'Adele Erichsen',
'popularity': 7,
'type': 'artist',
'uri': 'spotify:artist:71gkxf3mxb8HEupKuGYMGm'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/47QUMjUHSLtvWMvqfr0DoM'},
'followers': {'href': None, 'total': 6},
'genres': [],
'href': 'https://api.spotify.com/v1/artists/47QUMjUHSLtvWMvqfr0DoM',
'id': '47QUMjUHSLtvWMvqfr0DoM',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b273df907b4821ff007a9b74ec2b',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e02df907b4821ff007a9b74ec2b',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d00004851df907b4821ff007a9b74ec2b',
'width': 64}],
'name': 'Adele Bardazzi',
'popularity': 8,
'type': 'artist',
'uri': 'spotify:artist:47QUMjUHSLtvWMvqfr0DoM'}],
'limit': 20,
'next': 'https://api.spotify.com/v1/search?query=adele&type=artist&offset=20&limit=20',
'offset': 0,
'previous': None,
'total': 278}}
There are 278 artist names that match ‘adele’. We’re only interested in Adele who sings pop and r&b from the U.K., and presumably the most famous of all.
adele_results['artists']['total']
278
adele_results['artists']['items'][0]
{'external_urls': {'spotify': 'https://open.spotify.com/artist/4dpARuHxo51G3z768sgnrY'},
'followers': {'href': None, 'total': 21880591},
'genres': ['british soul', 'pop', 'uk pop'],
'href': 'https://api.spotify.com/v1/artists/4dpARuHxo51G3z768sgnrY',
'id': '4dpARuHxo51G3z768sgnrY',
'images': [{'height': 1000,
'url': 'https://i.scdn.co/image/ccbe7b4fef679f821988c78dbd4734471834e3d9',
'width': 1000},
{'height': 640,
'url': 'https://i.scdn.co/image/f8737f6fda048b45efe91f81c2bda2b601ae689c',
'width': 640},
{'height': 200,
'url': 'https://i.scdn.co/image/df070ad127f62d682596e515ac69d5bef56e0897',
'width': 200},
{'height': 64,
'url': 'https://i.scdn.co/image/cbbdfb209cc38b2999b1882f42ee642555316313',
'width': 64}],
'name': 'Adele',
'popularity': 86,
'type': 'artist',
'uri': 'spotify:artist:4dpARuHxo51G3z768sgnrY'}
Adele has id ‘4dpARuHxo51G3z768sgnrY’. This is the information we need to proceed with all api queries related to Adele.
List all Adele albums and singles
i = requests.get('https://api.spotify.com/v1/artists/4dpARuHxo51G3z768sgnrY/albums', headers=headers)
holder = ['https://api.spotify.com/v1/artists/4dpARuHxo51G3z768sgnrY/albums']
while i.json()['next'] != None:
holder.append(i.json()['next'])
i = requests.get(i.json()['next'], headers=headers)
n = [requests.get(i, headers=headers).json() for i in holder]
everything = pd.DataFrame([[i['name'] for m in n for i in m['items']],
[i['album_type'] for m in n for i in m['items']],
[len(i['available_markets']) for m in n for i in m['items']]]).T
everything.columns = ['name', 'type', 'countries released']
everything
| name | type | countries released | |
|---|---|---|---|
| 0 | 25 | album | 18 |
| 1 | 25 | album | 61 |
| 2 | 21 | album | 1 |
| 3 | 21 | album | 18 |
| 4 | 21 | album | 1 |
| 5 | 21 | album | 61 |
| 6 | 19 | album | 18 |
| 7 | 19 | album | 61 |
| 8 | 19 | album | 3 |
| 9 | 19 | album | 54 |
| 10 | Water Under the Bridge | single | 18 |
| 11 | Water Under the Bridge | single | 61 |
| 12 | Send My Love (To Your New Lover) | single | 18 |
| 13 | Send My Love (To Your New Lover) | single | 61 |
| 14 | When We Were Young | single | 18 |
| 15 | When We Were Young | single | 61 |
| 16 | Hello | single | 18 |
| 17 | Hello | single | 61 |
| 18 | Skyfall | single | 79 |
| 19 | Set Fire to the Rain | single | 61 |
| 20 | Rolling In The Deep | single | 61 |
| 21 | Rolling In The Deep | single | 1 |
| 22 | Make You Feel My Love | single | 18 |
| 23 | Make You Feel My Love | single | 61 |
| 24 | Hometown Glory | single | 61 |
| 25 | Cold Shoulder | single | 2 |
| 26 | Cold Shoulder | single | 4 |
| 27 | Cold Shoulder | single | 2 |
| 28 | Cold Shoulder | single | 18 |
| 29 | Cold Shoulder | single | 2 |
| 30 | Cold Shoulder | single | 58 |
| 31 | Chasing Pavements | single | 18 |
| 32 | Chasing Pavements | single | 61 |
| 33 | Hometown Glory | single | 18 |
| 34 | Say Something | single | 76 |
| 35 | Passion for Life and Cello | album | 79 |
| 36 | Sing A Cappella! | album | 79 |
| 37 | Cover Stories: Brandi Carlile Celebrates 10 Ye... | compilation | 79 |
| 38 | Movie Sound | single | 79 |
| 39 | Lo Esencial de 1 Año de Éxitos, Vol. 5 | compilation | 1 |
| 40 | Pay Close Attention : XL Recordings | compilation | 79 |
| 41 | 50 Pop Sensations | compilation | 1 |
| 42 | Simply the Best Ballads | compilation | 8 |
| 43 | Sólo Pop | compilation | 8 |
| 44 | 2013 GRAMMY Nominees | compilation | 79 |
| 45 | Hits del Año | compilation | 1 |
| 46 | Chimes Of Freedom: The Songs Of Bob Dylan Hono... | compilation | 66 |
| 47 | Chimes Of Freedom: The Songs Of Bob Dylan Hono... | compilation | 3 |
| 48 | The BRIT Awards 2012 | compilation | 2 |
| 49 | Now! 18 | compilation | 1 |
| 50 | Love & War | album | 1 |
| 51 | Water And A Flame | single | 75 |
| 52 | Love & War | album | 1 |
| 53 | Love & War | album | 76 |
| 54 | Love & War | album | 2 |
| 55 | Love & War (Nokia Exclusive) | album | 1 |
| 56 | Women | compilation | 1 |
| 57 | The Story & Cover Stories | album | 79 |
everything_gb = everything.groupby('name').sum().replace(['albumalbumalbumalbum',
'albumalbum', 'singlesingle',
'compilationcompilation',
'singlesinglesinglesinglesinglesingle'],
['album', 'album', 'single', 'complication', 'single']).reset_index()
everything_gb
| name | type | countries released | |
|---|---|---|---|
| 0 | 19 | album | 136 |
| 1 | 2013 GRAMMY Nominees | compilation | 79 |
| 2 | 21 | album | 81 |
| 3 | 25 | album | 79 |
| 4 | 50 Pop Sensations | compilation | 1 |
| 5 | Chasing Pavements | single | 79 |
| 6 | Chimes Of Freedom: The Songs Of Bob Dylan Hono... | complication | 69 |
| 7 | Cold Shoulder | single | 86 |
| 8 | Cover Stories: Brandi Carlile Celebrates 10 Ye... | compilation | 79 |
| 9 | Hello | single | 79 |
| 10 | Hits del Año | compilation | 1 |
| 11 | Hometown Glory | single | 79 |
| 12 | Lo Esencial de 1 Año de Éxitos, Vol. 5 | compilation | 1 |
| 13 | Love & War | album | 80 |
| 14 | Love & War (Nokia Exclusive) | album | 1 |
| 15 | Make You Feel My Love | single | 79 |
| 16 | Movie Sound | single | 79 |
| 17 | Now! 18 | compilation | 1 |
| 18 | Passion for Life and Cello | album | 79 |
| 19 | Pay Close Attention : XL Recordings | compilation | 79 |
| 20 | Rolling In The Deep | single | 62 |
| 21 | Say Something | single | 76 |
| 22 | Send My Love (To Your New Lover) | single | 79 |
| 23 | Set Fire to the Rain | single | 61 |
| 24 | Simply the Best Ballads | compilation | 8 |
| 25 | Sing A Cappella! | album | 79 |
| 26 | Skyfall | single | 79 |
| 27 | Sólo Pop | compilation | 8 |
| 28 | The BRIT Awards 2012 | compilation | 2 |
| 29 | The Story & Cover Stories | album | 79 |
| 30 | Water And A Flame | single | 75 |
| 31 | Water Under the Bridge | single | 79 |
| 32 | When We Were Young | single | 79 |
| 33 | Women | compilation | 1 |
Adele albums and singles number of countries released
import plotly.express as px
fig = px.bar(everything_gb, everything_gb['type'], everything_gb['countries released'])
fig.update_layout(title='Adele work types number of countries released')
fig.show()
import plotly.express as px
fig = px.bar(everything_gb, everything_gb['name'], everything_gb['countries released'])
fig.update_layout(title='Adele albums and single number of countries released')
fig.show()
Top Adele tracks in USA
top_tracks = requests.get('https://api.spotify.com/v1/artists/4dpARuHxo51G3z768sgnrY/top-tracks?country=US', headers=headers).json()
tracks_df = pd.DataFrame([[i['album']['name'] for i in top_tracks['tracks']],
[i['album']['album_type'] for i in top_tracks['tracks']],
[i['name'] for i in top_tracks['tracks']],
[i['album']['release_date'] for i in top_tracks['tracks']],
[i['popularity'] for i in top_tracks['tracks']]]).T
tracks_df.columns = ['name', 'type', 'track', 'release date', 'popularity']
tracks_df_sort = tracks_df.sort_values('release date')
tracks_df_sort
| name | type | track | release date | popularity | |
|---|---|---|---|---|---|
| 2 | 19 | album | Make You Feel My Love | 2008-01-28 | 72 |
| 0 | 21 | album | Someone Like You | 2011-01-19 | 78 |
| 1 | 21 | album | Rolling in the Deep | 2011-01-19 | 75 |
| 3 | 21 | album | Set Fire to the Rain | 2011-01-19 | 75 |
| 9 | 21 | album | Turning Tables | 2011-01-19 | 66 |
| 5 | Skyfall | single | Skyfall | 2012-10-04 | 73 |
| 4 | 25 | album | When We Were Young | 2016-06-24 | 72 |
| 6 | 25 | album | Hello | 2016-06-24 | 72 |
| 7 | 25 | album | Send My Love (To Your New Lover) | 2016-06-24 | 71 |
| 8 | 25 | album | All I Ask | 2016-06-24 | 69 |
Adele tracks popularity by year in the U.S
import plotly.graph_objects as go
fig = go.Figure()
fig.add_trace(go.Scatter(x=tracks_df_sort['release date'], y=tracks_df_sort['popularity'],
line=dict(color='firebrick', width=2)))
fig.update_layout(title='Adele tracks popularity by year',
xaxis_title='year',
yaxis_title='popularity')
fig.show()
fig = go.Figure()
fig.add_trace(go.Scatter(x=tracks_df_sort['track'], y=tracks_df_sort['popularity'],
line=dict(color='firebrick', width=2)))
fig.update_layout(title='Adele tracks popularity by track',
xaxis_title='track',
yaxis_title='popularity')
fig.show()
Get a list of recommendation for one song of Adele
# track 'When We Were Young' and minimum popularity of recommended songs is 50
recomm = requests.get('https://api.spotify.com/v1/recommendations?seed_artists=4dpARuHxo51G3z768sgnrY&seed_tracks=7IWkJwX9C0J7tHurTD7ViL&min_popularity=50&market=US', headers=headers).json()
recomm
{'tracks': [{'album': {'album_type': 'ALBUM',
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/2feDdbD5araYcm6JhFHHw7'},
'href': 'https://api.spotify.com/v1/artists/2feDdbD5araYcm6JhFHHw7',
'id': '2feDdbD5araYcm6JhFHHw7',
'name': 'Labrinth',
'type': 'artist',
'uri': 'spotify:artist:2feDdbD5araYcm6JhFHHw7'}],
'external_urls': {'spotify': 'https://open.spotify.com/album/3eXbGItoetZbAKx5gxKcq8'},
'href': 'https://api.spotify.com/v1/albums/3eXbGItoetZbAKx5gxKcq8',
'id': '3eXbGItoetZbAKx5gxKcq8',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b2736544e23424a001cc58210e80',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e026544e23424a001cc58210e80',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d000048516544e23424a001cc58210e80',
'width': 64}],
'name': 'Beneath Your Beautiful',
'release_date': '2013-08-27',
'release_date_precision': 'day',
'total_tracks': 0,
'type': 'album',
'uri': 'spotify:album:3eXbGItoetZbAKx5gxKcq8'},
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/2feDdbD5araYcm6JhFHHw7'},
'href': 'https://api.spotify.com/v1/artists/2feDdbD5araYcm6JhFHHw7',
'id': '2feDdbD5araYcm6JhFHHw7',
'name': 'Labrinth',
'type': 'artist',
'uri': 'spotify:artist:2feDdbD5araYcm6JhFHHw7'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/7sfgqEdoeBTjd8lQsPT3Cy'},
'href': 'https://api.spotify.com/v1/artists/7sfgqEdoeBTjd8lQsPT3Cy',
'id': '7sfgqEdoeBTjd8lQsPT3Cy',
'name': 'Emeli Sandé',
'type': 'artist',
'uri': 'spotify:artist:7sfgqEdoeBTjd8lQsPT3Cy'}],
'disc_number': 1,
'duration_ms': 271813,
'explicit': False,
'external_ids': {'isrc': 'GBHMU1200008'},
'external_urls': {'spotify': 'https://open.spotify.com/track/1wVcLKdJ4AFKPhKucNvEpy'},
'href': 'https://api.spotify.com/v1/tracks/1wVcLKdJ4AFKPhKucNvEpy',
'id': '1wVcLKdJ4AFKPhKucNvEpy',
'is_local': False,
'is_playable': True,
'linked_from': {'external_urls': {'spotify': 'https://open.spotify.com/track/2EcsgXlxz99UMDSPg5T8RF'},
'href': 'https://api.spotify.com/v1/tracks/2EcsgXlxz99UMDSPg5T8RF',
'id': '2EcsgXlxz99UMDSPg5T8RF',
'type': 'track',
'uri': 'spotify:track:2EcsgXlxz99UMDSPg5T8RF'},
'name': 'Beneath Your Beautiful',
'popularity': 56,
'preview_url': 'https://p.scdn.co/mp3-preview/5717e185b79fdca2cb5dccf6b1fd27818cc4f8f2?cid=f3e46ecaa544412cad663d349be1f137',
'track_number': 1,
'type': 'track',
'uri': 'spotify:track:1wVcLKdJ4AFKPhKucNvEpy'},
{'album': {'album_type': 'ALBUM',
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/4dpARuHxo51G3z768sgnrY'},
'href': 'https://api.spotify.com/v1/artists/4dpARuHxo51G3z768sgnrY',
'id': '4dpARuHxo51G3z768sgnrY',
'name': 'Adele',
'type': 'artist',
'uri': 'spotify:artist:4dpARuHxo51G3z768sgnrY'}],
'external_urls': {'spotify': 'https://open.spotify.com/album/1azUkThwd2HfUDdeNeT147'},
'href': 'https://api.spotify.com/v1/albums/1azUkThwd2HfUDdeNeT147',
'id': '1azUkThwd2HfUDdeNeT147',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b2736d4056466fc11f6408be2566',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e026d4056466fc11f6408be2566',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d000048516d4056466fc11f6408be2566',
'width': 64}],
'name': '21',
'release_date': '2011-01-19',
'release_date_precision': 'day',
'total_tracks': 0,
'type': 'album',
'uri': 'spotify:album:1azUkThwd2HfUDdeNeT147'},
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/4dpARuHxo51G3z768sgnrY'},
'href': 'https://api.spotify.com/v1/artists/4dpARuHxo51G3z768sgnrY',
'id': '4dpARuHxo51G3z768sgnrY',
'name': 'Adele',
'type': 'artist',
'uri': 'spotify:artist:4dpARuHxo51G3z768sgnrY'}],
'disc_number': 1,
'duration_ms': 243200,
'explicit': False,
'external_ids': {'isrc': 'GBBKS1000344'},
'external_urls': {'spotify': 'https://open.spotify.com/track/24cKN8P2uGWypxTw5WaNlq'},
'href': 'https://api.spotify.com/v1/tracks/24cKN8P2uGWypxTw5WaNlq',
'id': '24cKN8P2uGWypxTw5WaNlq',
'is_local': False,
'is_playable': True,
'name': "Don't You Remember",
'popularity': 64,
'preview_url': 'https://p.scdn.co/mp3-preview/087339b8fc037b9ee5e84e143a4c19a533ac62d0?cid=f3e46ecaa544412cad663d349be1f137',
'track_number': 4,
'type': 'track',
'uri': 'spotify:track:24cKN8P2uGWypxTw5WaNlq'},
{'album': {'album_type': 'ALBUM',
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6Q192DXotxtaysaqNPy5yR'},
'href': 'https://api.spotify.com/v1/artists/6Q192DXotxtaysaqNPy5yR',
'id': '6Q192DXotxtaysaqNPy5yR',
'name': 'Amy Winehouse',
'type': 'artist',
'uri': 'spotify:artist:6Q192DXotxtaysaqNPy5yR'}],
'external_urls': {'spotify': 'https://open.spotify.com/album/097eYvf9NKjFnv4xA9s2oV'},
'href': 'https://api.spotify.com/v1/albums/097eYvf9NKjFnv4xA9s2oV',
'id': '097eYvf9NKjFnv4xA9s2oV',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b2738f52f321140e4a76ea720c52',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e028f52f321140e4a76ea720c52',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d000048518f52f321140e4a76ea720c52',
'width': 64}],
'name': 'Back To Black',
'release_date': '2006-10-27',
'release_date_precision': 'day',
'total_tracks': 0,
'type': 'album',
'uri': 'spotify:album:097eYvf9NKjFnv4xA9s2oV'},
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6Q192DXotxtaysaqNPy5yR'},
'href': 'https://api.spotify.com/v1/artists/6Q192DXotxtaysaqNPy5yR',
'id': '6Q192DXotxtaysaqNPy5yR',
'name': 'Amy Winehouse',
'type': 'artist',
'uri': 'spotify:artist:6Q192DXotxtaysaqNPy5yR'}],
'disc_number': 1,
'duration_ms': 185186,
'explicit': True,
'external_ids': {'isrc': 'GBUM70603494'},
'external_urls': {'spotify': 'https://open.spotify.com/track/6yLX8QnxlnEqZfs3YKCfjF'},
'href': 'https://api.spotify.com/v1/tracks/6yLX8QnxlnEqZfs3YKCfjF',
'id': '6yLX8QnxlnEqZfs3YKCfjF',
'is_local': False,
'is_playable': True,
'name': 'Tears Dry On Their Own',
'popularity': 66,
'preview_url': None,
'track_number': 7,
'type': 'track',
'uri': 'spotify:track:6yLX8QnxlnEqZfs3YKCfjF'},
{'album': {'album_type': 'ALBUM',
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6JL8zeS1NmiOftqZTRgdTz'},
'href': 'https://api.spotify.com/v1/artists/6JL8zeS1NmiOftqZTRgdTz',
'id': '6JL8zeS1NmiOftqZTRgdTz',
'name': 'Meghan Trainor',
'type': 'artist',
'uri': 'spotify:artist:6JL8zeS1NmiOftqZTRgdTz'}],
'external_urls': {'spotify': 'https://open.spotify.com/album/5W98Ab4VvQEuFEE4TIe5fE'},
'href': 'https://api.spotify.com/v1/albums/5W98Ab4VvQEuFEE4TIe5fE',
'id': '5W98Ab4VvQEuFEE4TIe5fE',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b2733b11178cccd78ec77fc12dbc',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e023b11178cccd78ec77fc12dbc',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d000048513b11178cccd78ec77fc12dbc',
'width': 64}],
'name': 'Title (Deluxe)',
'release_date': '2015-01-09',
'release_date_precision': 'day',
'total_tracks': 0,
'type': 'album',
'uri': 'spotify:album:5W98Ab4VvQEuFEE4TIe5fE'},
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6JL8zeS1NmiOftqZTRgdTz'},
'href': 'https://api.spotify.com/v1/artists/6JL8zeS1NmiOftqZTRgdTz',
'id': '6JL8zeS1NmiOftqZTRgdTz',
'name': 'Meghan Trainor',
'type': 'artist',
'uri': 'spotify:artist:6JL8zeS1NmiOftqZTRgdTz'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/5y2Xq6xcjJb2jVM54GHK3t'},
'href': 'https://api.spotify.com/v1/artists/5y2Xq6xcjJb2jVM54GHK3t',
'id': '5y2Xq6xcjJb2jVM54GHK3t',
'name': 'John Legend',
'type': 'artist',
'uri': 'spotify:artist:5y2Xq6xcjJb2jVM54GHK3t'}],
'disc_number': 1,
'duration_ms': 225053,
'explicit': False,
'external_ids': {'isrc': 'USSM11408374'},
'external_urls': {'spotify': 'https://open.spotify.com/track/2YlZnw2ikdb837oKMKjBkW'},
'href': 'https://api.spotify.com/v1/tracks/2YlZnw2ikdb837oKMKjBkW',
'id': '2YlZnw2ikdb837oKMKjBkW',
'is_local': False,
'is_playable': True,
'name': "Like I'm Gonna Lose You (feat. John Legend)",
'popularity': 78,
'preview_url': 'https://p.scdn.co/mp3-preview/f0572ce757b4ded30a1a9ce5bd3edc368ee175f0?cid=f3e46ecaa544412cad663d349be1f137',
'track_number': 6,
'type': 'track',
'uri': 'spotify:track:2YlZnw2ikdb837oKMKjBkW'},
{'album': {'album_type': 'ALBUM',
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/1l7ZsJRRS8wlW3WfJfPfNS'},
'href': 'https://api.spotify.com/v1/artists/1l7ZsJRRS8wlW3WfJfPfNS',
'id': '1l7ZsJRRS8wlW3WfJfPfNS',
'name': 'Christina Aguilera',
'type': 'artist',
'uri': 'spotify:artist:1l7ZsJRRS8wlW3WfJfPfNS'}],
'external_urls': {'spotify': 'https://open.spotify.com/album/2USigX9DhGuAini71XZEEK'},
'href': 'https://api.spotify.com/v1/albums/2USigX9DhGuAini71XZEEK',
'id': '2USigX9DhGuAini71XZEEK',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b2737cd872c7701c4737b2f81d87',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e027cd872c7701c4737b2f81d87',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d000048517cd872c7701c4737b2f81d87',
'width': 64}],
'name': 'Stripped',
'release_date': '2002-07-19',
'release_date_precision': 'day',
'total_tracks': 0,
'type': 'album',
'uri': 'spotify:album:2USigX9DhGuAini71XZEEK'},
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/1l7ZsJRRS8wlW3WfJfPfNS'},
'href': 'https://api.spotify.com/v1/artists/1l7ZsJRRS8wlW3WfJfPfNS',
'id': '1l7ZsJRRS8wlW3WfJfPfNS',
'name': 'Christina Aguilera',
'type': 'artist',
'uri': 'spotify:artist:1l7ZsJRRS8wlW3WfJfPfNS'}],
'disc_number': 1,
'duration_ms': 245960,
'explicit': False,
'external_ids': {'isrc': 'USRC10201072'},
'external_urls': {'spotify': 'https://open.spotify.com/track/7nXq1vaZiz7PdbfojpPjW5'},
'href': 'https://api.spotify.com/v1/tracks/7nXq1vaZiz7PdbfojpPjW5',
'id': '7nXq1vaZiz7PdbfojpPjW5',
'is_local': False,
'is_playable': True,
'name': 'Fighter',
'popularity': 68,
'preview_url': 'https://p.scdn.co/mp3-preview/b1d94df0bb89a656665c83971170e9fa9fce4cc8?cid=f3e46ecaa544412cad663d349be1f137',
'track_number': 4,
'type': 'track',
'uri': 'spotify:track:7nXq1vaZiz7PdbfojpPjW5'},
{'album': {'album_type': 'ALBUM',
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6S2OmqARrzebs0tKUEyXyp'},
'href': 'https://api.spotify.com/v1/artists/6S2OmqARrzebs0tKUEyXyp',
'id': '6S2OmqARrzebs0tKUEyXyp',
'name': 'Demi Lovato',
'type': 'artist',
'uri': 'spotify:artist:6S2OmqARrzebs0tKUEyXyp'}],
'external_urls': {'spotify': 'https://open.spotify.com/album/6Kssm2LosQ0WyLukFZkEG5'},
'href': 'https://api.spotify.com/v1/albums/6Kssm2LosQ0WyLukFZkEG5',
'id': '6Kssm2LosQ0WyLukFZkEG5',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b273aadb13ae608f6af20528409b',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e02aadb13ae608f6af20528409b',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d00004851aadb13ae608f6af20528409b',
'width': 64}],
'name': 'Demi',
'release_date': '2013-01-01',
'release_date_precision': 'day',
'total_tracks': 0,
'type': 'album',
'uri': 'spotify:album:6Kssm2LosQ0WyLukFZkEG5'},
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6S2OmqARrzebs0tKUEyXyp'},
'href': 'https://api.spotify.com/v1/artists/6S2OmqARrzebs0tKUEyXyp',
'id': '6S2OmqARrzebs0tKUEyXyp',
'name': 'Demi Lovato',
'type': 'artist',
'uri': 'spotify:artist:6S2OmqARrzebs0tKUEyXyp'}],
'disc_number': 1,
'duration_ms': 210840,
'explicit': False,
'external_ids': {'isrc': 'USHR11334249'},
'external_urls': {'spotify': 'https://open.spotify.com/track/1V6gIisPpYqgFeWbMLI0bA'},
'href': 'https://api.spotify.com/v1/tracks/1V6gIisPpYqgFeWbMLI0bA',
'id': '1V6gIisPpYqgFeWbMLI0bA',
'is_local': False,
'is_playable': True,
'name': 'Heart Attack',
'popularity': 74,
'preview_url': None,
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'href': 'https://api.spotify.com/v1/albums/43v9cUsP5K0hvu9iyuAzmZ',
'id': '43v9cUsP5K0hvu9iyuAzmZ',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b273a7cb3e00ac2f3a1bf8679fef',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e02a7cb3e00ac2f3a1bf8679fef',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d00004851a7cb3e00ac2f3a1bf8679fef',
'width': 64}],
'name': 'Sounds Good Feels Good (Deluxe)',
'release_date': '2015-10-23',
'release_date_precision': 'day',
'total_tracks': 0,
'type': 'album',
'uri': 'spotify:album:43v9cUsP5K0hvu9iyuAzmZ'},
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/5Rl15oVamLq7FbSb0NNBNy'},
'href': 'https://api.spotify.com/v1/artists/5Rl15oVamLq7FbSb0NNBNy',
'id': '5Rl15oVamLq7FbSb0NNBNy',
'name': '5 Seconds of Summer',
'type': 'artist',
'uri': 'spotify:artist:5Rl15oVamLq7FbSb0NNBNy'}],
'disc_number': 1,
'duration_ms': 220708,
'explicit': False,
'external_ids': {'isrc': 'GBUM71505161'},
'external_urls': {'spotify': 'https://open.spotify.com/track/5TMjhlh25Oitlh3LBKdfMi'},
'href': 'https://api.spotify.com/v1/tracks/5TMjhlh25Oitlh3LBKdfMi',
'id': '5TMjhlh25Oitlh3LBKdfMi',
'is_local': False,
'is_playable': True,
'name': 'Broken Home',
'popularity': 56,
'preview_url': None,
'track_number': 12,
'type': 'track',
'uri': 'spotify:track:5TMjhlh25Oitlh3LBKdfMi'},
{'album': {'album_type': 'ALBUM',
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/4dpARuHxo51G3z768sgnrY'},
'href': 'https://api.spotify.com/v1/artists/4dpARuHxo51G3z768sgnrY',
'id': '4dpARuHxo51G3z768sgnrY',
'name': 'Adele',
'type': 'artist',
'uri': 'spotify:artist:4dpARuHxo51G3z768sgnrY'}],
'external_urls': {'spotify': 'https://open.spotify.com/album/1ydnyXPdmHrWXqXDgtQCPf'},
'href': 'https://api.spotify.com/v1/albums/1ydnyXPdmHrWXqXDgtQCPf',
'id': '1ydnyXPdmHrWXqXDgtQCPf',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b273f407037aabc6dffe5abb3bf8',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e02f407037aabc6dffe5abb3bf8',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d00004851f407037aabc6dffe5abb3bf8',
'width': 64}],
'name': '19',
'release_date': '2008-01-28',
'release_date_precision': 'day',
'total_tracks': 0,
'type': 'album',
'uri': 'spotify:album:1ydnyXPdmHrWXqXDgtQCPf'},
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/4dpARuHxo51G3z768sgnrY'},
'href': 'https://api.spotify.com/v1/artists/4dpARuHxo51G3z768sgnrY',
'id': '4dpARuHxo51G3z768sgnrY',
'name': 'Adele',
'type': 'artist',
'uri': 'spotify:artist:4dpARuHxo51G3z768sgnrY'}],
'disc_number': 1,
'duration_ms': 203906,
'explicit': False,
'external_ids': {'isrc': 'GBBKS0700584'},
'external_urls': {'spotify': 'https://open.spotify.com/track/0WPXlTF9IADmeaX86DoUr8'},
'href': 'https://api.spotify.com/v1/tracks/0WPXlTF9IADmeaX86DoUr8',
'id': '0WPXlTF9IADmeaX86DoUr8',
'is_local': False,
'is_playable': True,
'name': 'Melt My Heart To Stone',
'popularity': 57,
'preview_url': 'https://p.scdn.co/mp3-preview/6f28651c953f711c0df454acc97d3436cf4abf70?cid=f3e46ecaa544412cad663d349be1f137',
'track_number': 6,
'type': 'track',
'uri': 'spotify:track:0WPXlTF9IADmeaX86DoUr8'},
{'album': {'album_type': 'ALBUM',
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/1Xylc3o4UrD53lo9CvFvVg'},
'href': 'https://api.spotify.com/v1/artists/1Xylc3o4UrD53lo9CvFvVg',
'id': '1Xylc3o4UrD53lo9CvFvVg',
'name': 'Zara Larsson',
'type': 'artist',
'uri': 'spotify:artist:1Xylc3o4UrD53lo9CvFvVg'}],
'external_urls': {'spotify': 'https://open.spotify.com/album/0vXJ3rh6Sy7KWjp2P5d7ll'},
'href': 'https://api.spotify.com/v1/albums/0vXJ3rh6Sy7KWjp2P5d7ll',
'id': '0vXJ3rh6Sy7KWjp2P5d7ll',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b273a9eccb7ff0ef93cba9e4da5d',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e02a9eccb7ff0ef93cba9e4da5d',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d00004851a9eccb7ff0ef93cba9e4da5d',
'width': 64}],
'name': 'Uncover',
'release_date': '2012',
'release_date_precision': 'year',
'total_tracks': 0,
'type': 'album',
'uri': 'spotify:album:0vXJ3rh6Sy7KWjp2P5d7ll'},
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/1Xylc3o4UrD53lo9CvFvVg'},
'href': 'https://api.spotify.com/v1/artists/1Xylc3o4UrD53lo9CvFvVg',
'id': '1Xylc3o4UrD53lo9CvFvVg',
'name': 'Zara Larsson',
'type': 'artist',
'uri': 'spotify:artist:1Xylc3o4UrD53lo9CvFvVg'}],
'disc_number': 1,
'duration_ms': 213543,
'explicit': False,
'external_ids': {'isrc': 'SEWEE1201112'},
'external_urls': {'spotify': 'https://open.spotify.com/track/3DQisSEr1TLp9H0BEeKiQS'},
'href': 'https://api.spotify.com/v1/tracks/3DQisSEr1TLp9H0BEeKiQS',
'id': '3DQisSEr1TLp9H0BEeKiQS',
'is_local': False,
'is_playable': True,
'linked_from': {'external_urls': {'spotify': 'https://open.spotify.com/track/5rkok5WSDPoQb9xKx5R61n'},
'href': 'https://api.spotify.com/v1/tracks/5rkok5WSDPoQb9xKx5R61n',
'id': '5rkok5WSDPoQb9xKx5R61n',
'type': 'track',
'uri': 'spotify:track:5rkok5WSDPoQb9xKx5R61n'},
'name': 'Uncover',
'popularity': 66,
'preview_url': 'https://p.scdn.co/mp3-preview/1ee901eae93c71f55bcdcd7ebdac8c203239d305?cid=f3e46ecaa544412cad663d349be1f137',
'track_number': 3,
'type': 'track',
'uri': 'spotify:track:3DQisSEr1TLp9H0BEeKiQS'},
{'album': {'album_type': 'ALBUM',
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/4EzkuveR9pLvDVFNx6foYD'},
'href': 'https://api.spotify.com/v1/artists/4EzkuveR9pLvDVFNx6foYD',
'id': '4EzkuveR9pLvDVFNx6foYD',
'name': 'James Bay',
'type': 'artist',
'uri': 'spotify:artist:4EzkuveR9pLvDVFNx6foYD'}],
'external_urls': {'spotify': 'https://open.spotify.com/album/2aIsEIVLrAP75xdEhdVm1d'},
'href': 'https://api.spotify.com/v1/albums/2aIsEIVLrAP75xdEhdVm1d',
'id': '2aIsEIVLrAP75xdEhdVm1d',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b2734b32688c63234ca628de1cc9',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e024b32688c63234ca628de1cc9',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d000048514b32688c63234ca628de1cc9',
'width': 64}],
'name': 'Oh My Messy Mind',
'release_date': '2019-05-10',
'release_date_precision': 'day',
'total_tracks': 0,
'type': 'album',
'uri': 'spotify:album:2aIsEIVLrAP75xdEhdVm1d'},
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/4EzkuveR9pLvDVFNx6foYD'},
'href': 'https://api.spotify.com/v1/artists/4EzkuveR9pLvDVFNx6foYD',
'id': '4EzkuveR9pLvDVFNx6foYD',
'name': 'James Bay',
'type': 'artist',
'uri': 'spotify:artist:4EzkuveR9pLvDVFNx6foYD'},
{'external_urls': {'spotify': 'https://open.spotify.com/artist/0ZED1XzwlLHW4ZaG4lOT6m'},
'href': 'https://api.spotify.com/v1/artists/0ZED1XzwlLHW4ZaG4lOT6m',
'id': '0ZED1XzwlLHW4ZaG4lOT6m',
'name': 'Julia Michaels',
'type': 'artist',
'uri': 'spotify:artist:0ZED1XzwlLHW4ZaG4lOT6m'}],
'disc_number': 1,
'duration_ms': 176826,
'explicit': False,
'external_ids': {'isrc': 'USUM71901255'},
'external_urls': {'spotify': 'https://open.spotify.com/track/4RE3vueod5PL48rvHtuu9C'},
'href': 'https://api.spotify.com/v1/tracks/4RE3vueod5PL48rvHtuu9C',
'id': '4RE3vueod5PL48rvHtuu9C',
'is_local': False,
'is_playable': True,
'name': 'Peer Pressure',
'popularity': 74,
'preview_url': None,
'track_number': 1,
'type': 'track',
'uri': 'spotify:track:4RE3vueod5PL48rvHtuu9C'},
{'album': {'album_type': 'ALBUM',
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/2Kx7MNY7cI1ENniW7vT30N'},
'href': 'https://api.spotify.com/v1/artists/2Kx7MNY7cI1ENniW7vT30N',
'id': '2Kx7MNY7cI1ENniW7vT30N',
'name': 'Norah Jones',
'type': 'artist',
'uri': 'spotify:artist:2Kx7MNY7cI1ENniW7vT30N'}],
'external_urls': {'spotify': 'https://open.spotify.com/album/6PguISnE2nz7CuhnIAWhQF'},
'href': 'https://api.spotify.com/v1/albums/6PguISnE2nz7CuhnIAWhQF',
'id': '6PguISnE2nz7CuhnIAWhQF',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b273d2d5321f75c99ddd16324ffe',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e02d2d5321f75c99ddd16324ffe',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d00004851d2d5321f75c99ddd16324ffe',
'width': 64}],
'name': 'Come Away With Me (Deluxe Edition)',
'release_date': '2002-02-22',
'release_date_precision': 'day',
'total_tracks': 0,
'type': 'album',
'uri': 'spotify:album:6PguISnE2nz7CuhnIAWhQF'},
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/2Kx7MNY7cI1ENniW7vT30N'},
'href': 'https://api.spotify.com/v1/artists/2Kx7MNY7cI1ENniW7vT30N',
'id': '2Kx7MNY7cI1ENniW7vT30N',
'name': 'Norah Jones',
'type': 'artist',
'uri': 'spotify:artist:2Kx7MNY7cI1ENniW7vT30N'}],
'disc_number': 1,
'duration_ms': 198226,
'explicit': False,
'external_ids': {'isrc': 'USBN20100889'},
'external_urls': {'spotify': 'https://open.spotify.com/track/52FKX00U3PnzrBQmbMTB8b'},
'href': 'https://api.spotify.com/v1/tracks/52FKX00U3PnzrBQmbMTB8b',
'id': '52FKX00U3PnzrBQmbMTB8b',
'is_local': False,
'is_playable': True,
'name': 'Come Away With Me',
'popularity': 57,
'preview_url': None,
'track_number': 5,
'type': 'track',
'uri': 'spotify:track:52FKX00U3PnzrBQmbMTB8b'},
{'album': {'album_type': 'ALBUM',
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6KImCVD70vtIoJWnq6nGn3'},
'href': 'https://api.spotify.com/v1/artists/6KImCVD70vtIoJWnq6nGn3',
'id': '6KImCVD70vtIoJWnq6nGn3',
'name': 'Harry Styles',
'type': 'artist',
'uri': 'spotify:artist:6KImCVD70vtIoJWnq6nGn3'}],
'external_urls': {'spotify': 'https://open.spotify.com/album/1FZKIm3JVDCxTchXDo5jOV'},
'href': 'https://api.spotify.com/v1/albums/1FZKIm3JVDCxTchXDo5jOV',
'id': '1FZKIm3JVDCxTchXDo5jOV',
'images': [{'height': 640,
'url': 'https://i.scdn.co/image/ab67616d0000b2736c619c39c853f8b1d67b7859',
'width': 640},
{'height': 300,
'url': 'https://i.scdn.co/image/ab67616d00001e026c619c39c853f8b1d67b7859',
'width': 300},
{'height': 64,
'url': 'https://i.scdn.co/image/ab67616d000048516c619c39c853f8b1d67b7859',
'width': 64}],
'name': 'Harry Styles',
'release_date': '2017-05-12',
'release_date_precision': 'day',
'total_tracks': 0,
'type': 'album',
'uri': 'spotify:album:1FZKIm3JVDCxTchXDo5jOV'},
'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/6KImCVD70vtIoJWnq6nGn3'},
'href': 'https://api.spotify.com/v1/artists/6KImCVD70vtIoJWnq6nGn3',
'id': '6KImCVD70vtIoJWnq6nGn3',
'name': 'Harry Styles',
'type': 'artist',
'uri': 'spotify:artist:6KImCVD70vtIoJWnq6nGn3'}],
'disc_number': 1,
'duration_ms': 340706,
'explicit': False,
'external_ids': {'isrc': 'USSM11703595'},
'external_urls': {'spotify': 'https://open.spotify.com/track/5Ohxk2dO5COHF1krpoPigN'},
'href': 'https://api.spotify.com/v1/tracks/5Ohxk2dO5COHF1krpoPigN',
'id': '5Ohxk2dO5COHF1krpoPigN',
'is_local': False,
'is_playable': True,
'name': 'Sign of the Times',
'popularity': 81,
'preview_url': 'https://p.scdn.co/mp3-preview/af237206f611b722f48620ece049aff3b8650e77?cid=f3e46ecaa544412cad663d349be1f137',
'track_number': 2,
'type': 'track',
'uri': 'spotify:track:5Ohxk2dO5COHF1krpoPigN'}],
'seeds': [{'initialPoolSize': 250,
'afterFilteringSize': 235,
'afterRelinkingSize': 234,
'id': '4dpARuHxo51G3z768sgnrY',
'type': 'ARTIST',
'href': 'https://api.spotify.com/v1/artists/4dpARuHxo51G3z768sgnrY'},
{'initialPoolSize': 249,
'afterFilteringSize': 234,
'afterRelinkingSize': 233,
'id': '7IWkJwX9C0J7tHurTD7ViL',
'type': 'TRACK',
'href': 'https://api.spotify.com/v1/tracks/7IWkJwX9C0J7tHurTD7ViL'}]}
recomm_df = pd.DataFrame([[i['id'] for i in recomm['tracks']],
[i['name'] for i in recomm['tracks']],
[i['popularity'] for i in recomm['tracks']]]).T
recomm_df.columns = ['id', 'name', 'popularity']
recomm_df
| id | name | popularity | |
|---|---|---|---|
| 0 | 1wVcLKdJ4AFKPhKucNvEpy | Beneath Your Beautiful | 56 |
| 1 | 24cKN8P2uGWypxTw5WaNlq | Don't You Remember | 64 |
| 2 | 6yLX8QnxlnEqZfs3YKCfjF | Tears Dry On Their Own | 66 |
| 3 | 2YlZnw2ikdb837oKMKjBkW | Like I'm Gonna Lose You (feat. John Legend) | 78 |
| 4 | 7nXq1vaZiz7PdbfojpPjW5 | Fighter | 68 |
| 5 | 1V6gIisPpYqgFeWbMLI0bA | Heart Attack | 74 |
| 6 | 0KAiuUOrLTIkzkpfpn9jb9 | Drive By | 74 |
| 7 | 2VxeLyX666F8uXCJ0dZF8B | Shallow | 86 |
| 8 | 2IF2XQ095Qqf6tBL9Y4vZn | Right As Rain | 51 |
| 9 | 6F5c58TMEs1byxUstkzVeM | Roar | 75 |
| 10 | 3xrn9i8zhNZsTtcoWgQEAd | Since U Been Gone | 73 |
| 11 | 083Qf6hn6sFL6xiOHlZUyn | I'll Be There | 71 |
| 12 | 7uYl7xgDeAOHP98obvrJvB | Who Knew | 69 |
| 13 | 39jXnbACjiaiTwwhsr5sY5 | Too Much To Ask | 73 |
| 14 | 5TMjhlh25Oitlh3LBKdfMi | Broken Home | 56 |
| 15 | 0WPXlTF9IADmeaX86DoUr8 | Melt My Heart To Stone | 57 |
| 16 | 3DQisSEr1TLp9H0BEeKiQS | Uncover | 66 |
| 17 | 4RE3vueod5PL48rvHtuu9C | Peer Pressure | 74 |
| 18 | 52FKX00U3PnzrBQmbMTB8b | Come Away With Me | 57 |
| 19 | 5Ohxk2dO5COHF1krpoPigN | Sign of the Times | 81 |
Check track features and compare them to ‘When We Were Young’ to see how recommendations match
def get_features(row):
data = requests.get('https://api.spotify.com/v1/audio-features/' + row, headers=headers).json()
return data
recomm_df['features'] = recomm_df['id'].apply(get_features)
stepper = 0
for i in recomm_df['features']:
for n in i:
recomm_df.at[stepper, n] = i[n]
stepper += 1
# drop extra cols
recomm_df.drop(labels=['features', 'type', 'uri', 'track_href', 'analysis_url', 'duration_ms', 'time_signature'], axis=1, inplace=True)
recomm_df
| id | name | popularity | danceability | energy | key | loudness | mode | speechiness | acousticness | instrumentalness | liveness | valence | tempo | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1wVcLKdJ4AFKPhKucNvEpy | Beneath Your Beautiful | 56 | 0.558 | 0.522 | 2.0 | -5.857 | 1.0 | 0.0360 | 0.22800 | 0.000000 | 0.1040 | 0.228 | 83.977 |
| 1 | 24cKN8P2uGWypxTw5WaNlq | Don't You Remember | 64 | 0.640 | 0.395 | 3.0 | -5.689 | 1.0 | 0.0307 | 0.20600 | 0.000000 | 0.0935 | 0.235 | 115.082 |
| 2 | 6yLX8QnxlnEqZfs3YKCfjF | Tears Dry On Their Own | 66 | 0.643 | 0.871 | 1.0 | -2.734 | 0.0 | 0.1180 | 0.49100 | 0.000000 | 0.2900 | 0.452 | 121.569 |
| 3 | 2YlZnw2ikdb837oKMKjBkW | Like I'm Gonna Lose You (feat. John Legend) | 78 | 0.630 | 0.530 | 0.0 | -7.259 | 1.0 | 0.0434 | 0.40000 | 0.000000 | 0.1770 | 0.417 | 108.038 |
| 4 | 7nXq1vaZiz7PdbfojpPjW5 | Fighter | 68 | 0.435 | 0.920 | 4.0 | -1.357 | 0.0 | 0.2010 | 0.23500 | 0.000353 | 0.5520 | 0.450 | 188.899 |
| 5 | 1V6gIisPpYqgFeWbMLI0bA | Heart Attack | 74 | 0.504 | 0.785 | 8.0 | -4.802 | 1.0 | 0.1040 | 0.07380 | 0.000000 | 0.2390 | 0.502 | 173.968 |
| 6 | 0KAiuUOrLTIkzkpfpn9jb9 | Drive By | 74 | 0.765 | 0.837 | 1.0 | -3.113 | 0.0 | 0.0320 | 0.00107 | 0.000011 | 0.0801 | 0.721 | 122.028 |
| 7 | 2VxeLyX666F8uXCJ0dZF8B | Shallow | 86 | 0.572 | 0.385 | 7.0 | -6.362 | 1.0 | 0.0308 | 0.37100 | 0.000000 | 0.2310 | 0.323 | 95.799 |
| 8 | 2IF2XQ095Qqf6tBL9Y4vZn | Right As Rain | 51 | 0.842 | 0.678 | 1.0 | -5.878 | 1.0 | 0.0849 | 0.77500 | 0.000000 | 0.0891 | 0.920 | 137.194 |
| 9 | 6F5c58TMEs1byxUstkzVeM | Roar | 75 | 0.554 | 0.772 | 7.0 | -4.821 | 0.0 | 0.0418 | 0.00487 | 0.000007 | 0.3540 | 0.455 | 179.984 |
| 10 | 3xrn9i8zhNZsTtcoWgQEAd | Since U Been Gone | 73 | 0.662 | 0.741 | 0.0 | -5.406 | 1.0 | 0.0334 | 0.00165 | 0.030300 | 0.1140 | 0.404 | 131.000 |
| 11 | 083Qf6hn6sFL6xiOHlZUyn | I'll Be There | 71 | 0.623 | 0.851 | 7.0 | -3.111 | 1.0 | 0.0409 | 0.02280 | 0.000000 | 0.1200 | 0.400 | 100.063 |
| 12 | 7uYl7xgDeAOHP98obvrJvB | Who Knew | 69 | 0.688 | 0.733 | 9.0 | -4.569 | 1.0 | 0.0274 | 0.00462 | 0.000000 | 0.0756 | 0.459 | 140.004 |
| 13 | 39jXnbACjiaiTwwhsr5sY5 | Too Much To Ask | 73 | 0.443 | 0.533 | 0.0 | -6.549 | 1.0 | 0.0396 | 0.37100 | 0.000000 | 0.1280 | 0.201 | 77.342 |
| 14 | 5TMjhlh25Oitlh3LBKdfMi | Broken Home | 56 | 0.585 | 0.631 | 10.0 | -5.522 | 0.0 | 0.0264 | 0.12800 | 0.000000 | 0.1050 | 0.500 | 128.001 |
| 15 | 0WPXlTF9IADmeaX86DoUr8 | Melt My Heart To Stone | 57 | 0.354 | 0.387 | 11.0 | -7.066 | 0.0 | 0.0373 | 0.35900 | 0.000000 | 0.2480 | 0.208 | 80.915 |
| 16 | 3DQisSEr1TLp9H0BEeKiQS | Uncover | 66 | 0.556 | 0.529 | 2.0 | -4.464 | 1.0 | 0.0250 | 0.40000 | 0.000000 | 0.2680 | 0.308 | 89.887 |
| 17 | 4RE3vueod5PL48rvHtuu9C | Peer Pressure | 74 | 0.631 | 0.715 | 1.0 | -6.083 | 0.0 | 0.0277 | 0.02990 | 0.000000 | 0.1220 | 0.420 | 135.826 |
| 18 | 52FKX00U3PnzrBQmbMTB8b | Come Away With Me | 57 | 0.380 | 0.119 | 0.0 | -14.246 | 1.0 | 0.0332 | 0.91100 | 0.000002 | 0.1490 | 0.156 | 163.139 |
| 19 | 5Ohxk2dO5COHF1krpoPigN | Sign of the Times | 81 | 0.516 | 0.595 | 5.0 | -4.630 | 1.0 | 0.0313 | 0.02750 | 0.000000 | 0.1090 | 0.222 | 119.972 |
# ref song 'When We Were Young' track features
ref = pd.Series(requests.get('https://api.spotify.com/v1/audio-features/7IWkJwX9C0J7tHurTD7ViL', headers=headers).json())[:-7]
ref
danceability 0.381
energy 0.594
key 3
loudness -5.97
mode 1
speechiness 0.0486
acousticness 0.348
instrumentalness 0
liveness 0.0925
valence 0.273
tempo 143.86
dtype: object
Calculate the distances of audio features between the list of recommendation and the reference song, by making a vector of audio feature difference and get its norm, for each song
holder = []
stepper = 0
while stepper != len(recomm_df):
v = (recomm_df.iloc[stepper, 3:] - ref)
holder.append(np.linalg.norm(v.astype('float').values))
stepper += 1
recomm_df['distance'] = holder
recomm_df
| id | name | popularity | danceability | energy | key | loudness | mode | speechiness | acousticness | instrumentalness | liveness | valence | tempo | distance | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1wVcLKdJ4AFKPhKucNvEpy | Beneath Your Beautiful | 56 | 0.558 | 0.522 | 2.0 | -5.857 | 1.0 | 0.0360 | 0.22800 | 0.000000 | 0.1040 | 0.228 | 83.977 | 59.891900 |
| 1 | 24cKN8P2uGWypxTw5WaNlq | Don't You Remember | 64 | 0.640 | 0.395 | 3.0 | -5.689 | 1.0 | 0.0307 | 0.20600 | 0.000000 | 0.0935 | 0.235 | 115.082 | 28.781606 |
| 2 | 6yLX8QnxlnEqZfs3YKCfjF | Tears Dry On Their Own | 66 | 0.643 | 0.871 | 1.0 | -2.734 | 0.0 | 0.1180 | 0.49100 | 0.000000 | 0.2900 | 0.452 | 121.569 | 22.640717 |
| 3 | 2YlZnw2ikdb837oKMKjBkW | Like I'm Gonna Lose You (feat. John Legend) | 78 | 0.630 | 0.530 | 0.0 | -7.259 | 1.0 | 0.0434 | 0.40000 | 0.000000 | 0.1770 | 0.417 | 108.038 | 35.971849 |
| 4 | 7nXq1vaZiz7PdbfojpPjW5 | Fighter | 68 | 0.435 | 0.920 | 4.0 | -1.357 | 0.0 | 0.2010 | 0.23500 | 0.000353 | 0.5520 | 0.450 | 188.899 | 45.300982 |
| 5 | 1V6gIisPpYqgFeWbMLI0bA | Heart Attack | 74 | 0.504 | 0.785 | 8.0 | -4.802 | 1.0 | 0.1040 | 0.07380 | 0.000000 | 0.2390 | 0.502 | 173.968 | 30.546025 |
| 6 | 0KAiuUOrLTIkzkpfpn9jb9 | Drive By | 74 | 0.765 | 0.837 | 1.0 | -3.113 | 0.0 | 0.0320 | 0.00107 | 0.000011 | 0.0801 | 0.721 | 122.028 | 22.143321 |
| 7 | 2VxeLyX666F8uXCJ0dZF8B | Shallow | 86 | 0.572 | 0.385 | 7.0 | -6.362 | 1.0 | 0.0308 | 0.37100 | 0.000000 | 0.2310 | 0.323 | 95.799 | 48.229826 |
| 8 | 2IF2XQ095Qqf6tBL9Y4vZn | Right As Rain | 51 | 0.842 | 0.678 | 1.0 | -5.878 | 1.0 | 0.0849 | 0.77500 | 0.000000 | 0.0891 | 0.920 | 137.194 | 7.018965 |
| 9 | 6F5c58TMEs1byxUstkzVeM | Roar | 75 | 0.554 | 0.772 | 7.0 | -4.821 | 0.0 | 0.0418 | 0.00487 | 0.000007 | 0.3540 | 0.455 | 179.984 | 36.380551 |
| 10 | 3xrn9i8zhNZsTtcoWgQEAd | Since U Been Gone | 73 | 0.662 | 0.741 | 0.0 | -5.406 | 1.0 | 0.0334 | 0.00165 | 0.030300 | 0.1140 | 0.404 | 131.000 | 13.226375 |
| 11 | 083Qf6hn6sFL6xiOHlZUyn | I'll Be There | 71 | 0.623 | 0.851 | 7.0 | -3.111 | 1.0 | 0.0409 | 0.02280 | 0.000000 | 0.1200 | 0.400 | 100.063 | 44.074918 |
| 12 | 7uYl7xgDeAOHP98obvrJvB | Who Knew | 69 | 0.688 | 0.733 | 9.0 | -4.569 | 1.0 | 0.0274 | 0.00462 | 0.000000 | 0.0756 | 0.459 | 140.004 | 7.286861 |
| 13 | 39jXnbACjiaiTwwhsr5sY5 | Too Much To Ask | 73 | 0.443 | 0.533 | 0.0 | -6.549 | 1.0 | 0.0396 | 0.37100 | 0.000000 | 0.1280 | 0.201 | 77.342 | 66.588244 |
| 14 | 5TMjhlh25Oitlh3LBKdfMi | Broken Home | 56 | 0.585 | 0.631 | 10.0 | -5.522 | 0.0 | 0.0264 | 0.12800 | 0.000000 | 0.1050 | 0.500 | 128.001 | 17.373893 |
| 15 | 0WPXlTF9IADmeaX86DoUr8 | Melt My Heart To Stone | 57 | 0.354 | 0.387 | 11.0 | -7.066 | 0.0 | 0.0373 | 0.35900 | 0.000000 | 0.2480 | 0.208 | 80.915 | 63.469256 |
| 16 | 3DQisSEr1TLp9H0BEeKiQS | Uncover | 66 | 0.556 | 0.529 | 2.0 | -4.464 | 1.0 | 0.0250 | 0.40000 | 0.000000 | 0.2680 | 0.308 | 89.887 | 54.003916 |
| 17 | 4RE3vueod5PL48rvHtuu9C | Peer Pressure | 74 | 0.631 | 0.715 | 1.0 | -6.083 | 0.0 | 0.0277 | 0.02990 | 0.000000 | 0.1220 | 0.420 | 135.826 | 8.352195 |
| 18 | 52FKX00U3PnzrBQmbMTB8b | Come Away With Me | 57 | 0.380 | 0.119 | 0.0 | -14.246 | 1.0 | 0.0332 | 0.91100 | 0.000002 | 0.1490 | 0.156 | 163.139 | 21.206879 |
| 19 | 5Ohxk2dO5COHF1krpoPigN | Sign of the Times | 81 | 0.516 | 0.595 | 5.0 | -4.630 | 1.0 | 0.0313 | 0.02750 | 0.000000 | 0.1090 | 0.222 | 119.972 | 24.011586 |
Sort songs by distance to see the closest and furthest songs
recomm_df_sort = recomm_df.sort_values(by='distance')
recomm_df_sort.reset_index(inplace=True)
recomm_df_sort
| index | id | name | popularity | danceability | energy | key | loudness | mode | speechiness | acousticness | instrumentalness | liveness | valence | tempo | distance | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 8 | 2IF2XQ095Qqf6tBL9Y4vZn | Right As Rain | 51 | 0.842 | 0.678 | 1.0 | -5.878 | 1.0 | 0.0849 | 0.77500 | 0.000000 | 0.0891 | 0.920 | 137.194 | 7.018965 |
| 1 | 12 | 7uYl7xgDeAOHP98obvrJvB | Who Knew | 69 | 0.688 | 0.733 | 9.0 | -4.569 | 1.0 | 0.0274 | 0.00462 | 0.000000 | 0.0756 | 0.459 | 140.004 | 7.286861 |
| 2 | 17 | 4RE3vueod5PL48rvHtuu9C | Peer Pressure | 74 | 0.631 | 0.715 | 1.0 | -6.083 | 0.0 | 0.0277 | 0.02990 | 0.000000 | 0.1220 | 0.420 | 135.826 | 8.352195 |
| 3 | 10 | 3xrn9i8zhNZsTtcoWgQEAd | Since U Been Gone | 73 | 0.662 | 0.741 | 0.0 | -5.406 | 1.0 | 0.0334 | 0.00165 | 0.030300 | 0.1140 | 0.404 | 131.000 | 13.226375 |
| 4 | 14 | 5TMjhlh25Oitlh3LBKdfMi | Broken Home | 56 | 0.585 | 0.631 | 10.0 | -5.522 | 0.0 | 0.0264 | 0.12800 | 0.000000 | 0.1050 | 0.500 | 128.001 | 17.373893 |
| 5 | 18 | 52FKX00U3PnzrBQmbMTB8b | Come Away With Me | 57 | 0.380 | 0.119 | 0.0 | -14.246 | 1.0 | 0.0332 | 0.91100 | 0.000002 | 0.1490 | 0.156 | 163.139 | 21.206879 |
| 6 | 6 | 0KAiuUOrLTIkzkpfpn9jb9 | Drive By | 74 | 0.765 | 0.837 | 1.0 | -3.113 | 0.0 | 0.0320 | 0.00107 | 0.000011 | 0.0801 | 0.721 | 122.028 | 22.143321 |
| 7 | 2 | 6yLX8QnxlnEqZfs3YKCfjF | Tears Dry On Their Own | 66 | 0.643 | 0.871 | 1.0 | -2.734 | 0.0 | 0.1180 | 0.49100 | 0.000000 | 0.2900 | 0.452 | 121.569 | 22.640717 |
| 8 | 19 | 5Ohxk2dO5COHF1krpoPigN | Sign of the Times | 81 | 0.516 | 0.595 | 5.0 | -4.630 | 1.0 | 0.0313 | 0.02750 | 0.000000 | 0.1090 | 0.222 | 119.972 | 24.011586 |
| 9 | 1 | 24cKN8P2uGWypxTw5WaNlq | Don't You Remember | 64 | 0.640 | 0.395 | 3.0 | -5.689 | 1.0 | 0.0307 | 0.20600 | 0.000000 | 0.0935 | 0.235 | 115.082 | 28.781606 |
| 10 | 5 | 1V6gIisPpYqgFeWbMLI0bA | Heart Attack | 74 | 0.504 | 0.785 | 8.0 | -4.802 | 1.0 | 0.1040 | 0.07380 | 0.000000 | 0.2390 | 0.502 | 173.968 | 30.546025 |
| 11 | 3 | 2YlZnw2ikdb837oKMKjBkW | Like I'm Gonna Lose You (feat. John Legend) | 78 | 0.630 | 0.530 | 0.0 | -7.259 | 1.0 | 0.0434 | 0.40000 | 0.000000 | 0.1770 | 0.417 | 108.038 | 35.971849 |
| 12 | 9 | 6F5c58TMEs1byxUstkzVeM | Roar | 75 | 0.554 | 0.772 | 7.0 | -4.821 | 0.0 | 0.0418 | 0.00487 | 0.000007 | 0.3540 | 0.455 | 179.984 | 36.380551 |
| 13 | 11 | 083Qf6hn6sFL6xiOHlZUyn | I'll Be There | 71 | 0.623 | 0.851 | 7.0 | -3.111 | 1.0 | 0.0409 | 0.02280 | 0.000000 | 0.1200 | 0.400 | 100.063 | 44.074918 |
| 14 | 4 | 7nXq1vaZiz7PdbfojpPjW5 | Fighter | 68 | 0.435 | 0.920 | 4.0 | -1.357 | 0.0 | 0.2010 | 0.23500 | 0.000353 | 0.5520 | 0.450 | 188.899 | 45.300982 |
| 15 | 7 | 2VxeLyX666F8uXCJ0dZF8B | Shallow | 86 | 0.572 | 0.385 | 7.0 | -6.362 | 1.0 | 0.0308 | 0.37100 | 0.000000 | 0.2310 | 0.323 | 95.799 | 48.229826 |
| 16 | 16 | 3DQisSEr1TLp9H0BEeKiQS | Uncover | 66 | 0.556 | 0.529 | 2.0 | -4.464 | 1.0 | 0.0250 | 0.40000 | 0.000000 | 0.2680 | 0.308 | 89.887 | 54.003916 |
| 17 | 0 | 1wVcLKdJ4AFKPhKucNvEpy | Beneath Your Beautiful | 56 | 0.558 | 0.522 | 2.0 | -5.857 | 1.0 | 0.0360 | 0.22800 | 0.000000 | 0.1040 | 0.228 | 83.977 | 59.891900 |
| 18 | 15 | 0WPXlTF9IADmeaX86DoUr8 | Melt My Heart To Stone | 57 | 0.354 | 0.387 | 11.0 | -7.066 | 0.0 | 0.0373 | 0.35900 | 0.000000 | 0.2480 | 0.208 | 80.915 | 63.469256 |
| 19 | 13 | 39jXnbACjiaiTwwhsr5sY5 | Too Much To Ask | 73 | 0.443 | 0.533 | 0.0 | -6.549 | 1.0 | 0.0396 | 0.37100 | 0.000000 | 0.1280 | 0.201 | 77.342 | 66.588244 |
Visualize the song closest to the audio features of ‘When We Were Young’
import plotly.graph_objects as go
categories = ['danceability', 'energy', 'key',
'loudness', 'mode', 'speechiness',
'acousticness', 'instrumentalness',
'liveness', 'valence', 'tempo']
fig = go.Figure()
fig.add_trace(go.Scatterpolar(
r=recomm_df_sort.iloc[0, :-1],
theta=categories,
fill='toself',
name='The closest song'
))
fig.add_trace(go.Scatterpolar(
r=ref.values,
theta=categories,
fill='toself',
name='When We Were Young'
))
fig.update_layout(
polar=dict(
radialaxis=dict(
visible=True,
range=[0, 0.5]
)),
showlegend=True
)
fig.show()
Visualize the song furthest to the audio features of ‘When We Were Young’
categories = ['danceability', 'energy', 'key',
'loudness', 'mode', 'speechiness',
'acousticness', 'instrumentalness',
'liveness', 'valence', 'tempo']
fig = go.Figure()
fig.add_trace(go.Scatterpolar(
r=recomm_df_sort.iloc[len(recomm_df_sort)-1, :-1],
theta=categories,
fill='toself',
name='The furthest song'
))
fig.add_trace(go.Scatterpolar(
r=ref.values,
theta=categories,
fill='toself',
name='When We Were Young'
))
fig.update_layout(
polar=dict(
radialaxis=dict(
visible=True,
range=[0, 0.5]
)),
showlegend=True
)
fig.show()
