In [1]:
# import requests
from __future__ import print_function # (at top of module)
import time
import sys
import os
import pandas as pd
import numpy as np
import pickle
PROJ_ROOT = os.path.join(os.getcwd(), os.pardir)
%load_ext watermark
%watermark -a "Thomas Turner" -d -t -v -p numpy,pandas -g
Thomas Turner 08/02/2016 18:44:03
CPython 3.5.2
IPython 5.0.0
numpy 1.11.1
pandas 0.18.1
Git hash: 707c290dca0166ecf2abd002ecb4d74671af4a26
In [2]:
# load environment variables from .env file using dotenv.
from dotenv import load_dotenv
dotenv_path = os.path.join(PROJ_ROOT, '.env')
load_dotenv(dotenv_path)
# Load the "autoreload" extension
%load_ext autoreload
# always reload modules marked with "%aimport"
%autoreload 1
# add the 'src' directory as one where we can import modules
src_dir = os.path.join(PROJ_ROOT, 'src')
sys.path.append(src_dir)
# import my methods from the source code
%aimport data.spotipy_functions
from data.spotipy_functions import *
In [3]:
# run this to LOAD trackset from file
training_set = pd.read_pickle(os.path.join(PROJ_ROOT,'data','interim','training_set.pkl'))
suggest_set = pd.read_pickle(os.path.join(PROJ_ROOT,'data','interim','track_set.pkl'))
In [4]:
gui_cols = ['artist_name','track_name','tempo','uri','status','P_accept']
training_set[gui_cols]
Out[4]:
artist_name
track_name
tempo
uri
status
P_accept
0
Frits Wentink
Rising Sun, Falling Coconut
124.128
spotify:track:7fwSIxrSHymHbUtItEmMJv
1.0
0.000000
1
Detroit Swindle
Brotherman
122.998
spotify:track:1UdqPzbduC0M7CyHU7r0yT
1.0
1.000000
2
Fantastic Man
Robotic Temptation
109.953
spotify:track:2PEfJoVDpfjPczgpf51h4i
1.0
1.000000
3
Floorplan
Higher!
127.033
spotify:track:54T2XDwsdwA2qjoC0MJADM
-1.0
1.000000
4
Session Victim
Hey Stranger
115.003
spotify:track:72w8SiAqWqjKyo5J0CHtds
-1.0
1.000000
5
Leon Vynehall
Brother
124.987
spotify:track:6VpuvkGmokunnPOFpWBFtu
1.0
1.000000
6
Motor City Drum Ensemble
Raw Cuts #5
115.992
spotify:track:1ubr8XI32DkjKqoDM4iFFT
1.0
1.000000
7
Phil Weeks
Live At Palladium
120.007
spotify:track:4SEUCaUMbYWAEnJEV0fpll
-1.0
1.000000
8
San Soda
Juno Love
110.982
spotify:track:3zBwYIsOZmK0uQDWGT2gtj
-1.0
1.000000
9
Kink
Fish Feeling
122.001
spotify:track:15aioXqs4jOF2yLYFRmrQw
1.0
1.000000
10
Art of Tones
Too Much
121.015
spotify:track:4RmLlBKAlqtvtpJRI38nE0
1.0
1.000000
11
Wbeeza
Laying Here
124.955
spotify:track:13HYPqiHndwCFDuLrwLATN
1.0
1.000000
12
Andy Hart
Epsilon Girls
117.981
spotify:track:1omHCWuWEH9TV0SmZiiLev
-1.0
1.000000
13
Rick Wade
Can’t You See
118.126
spotify:track:3mSRd2ISaVrdRMqklXyFK4
1.0
0.975900
14
Chaos In The CBD
Trust Is Key
123.998
spotify:track:3R0FjkmqquXoE3OWLlkxVK
-1.0
0.963573
15
Midland
Duster
121.982
spotify:track:3tjjIcYrJ6NJMob4Yoo6hL
-1.0
0.885580
16
Art of Tones
So Worried
119.997
spotify:track:1zQMtslSaoj1HyKzDSFll1
1.0
0.999235
17
Terrence Parker
Love's Got Me High - Marc Romboy's Systematic ...
117.995
spotify:track:6khiPXapuKJt8npyZXhL0Q
-1.0
0.940292
In [5]:
suggest_set[gui_cols]
Out[5]:
artist_name
track_name
tempo
uri
status
P_accept
89
Frits Wentink
Q&A
120.0340
spotify:track:5ererkEXPKDyEOsr1eDpst
0.0
9.999792e-01
63
Frits Wentink
Ezzo One
123.9810
spotify:track:6QueYGmqeZSukP8aHSI7uK
0.0
9.998332e-01
40
Motor City Drum Ensemble
L.O.V.E. - Radio Edit
119.9760
spotify:track:0LQuVyuYMOXnGM3UgLFX37
0.0
9.947954e-01
30
Detroit Swindle
Woman
115.9880
spotify:track:69OXSx58gJfQiNhlX38Bzg
0.0
9.922874e-01
11
Laurence Guy
Les mur
122.0120
spotify:track:0Bncl216oEGAOIlLv2V7V3
0.0
9.907038e-01
59
Frits Wentink
Glints
120.0340
spotify:track:4HaqphXEt6efmGX8yTsFmB
0.0
9.868317e-01
20
Motor City Drum Ensemble
Send A Prayer (Part.2)
121.0380
spotify:track:4QmwuyvmWPH5sQ91hUyCQr
0.0
9.867544e-01
25
Motor City Drum Ensemble
L.O.V.E. - DJ-Kicks
122.6220
spotify:track:7yociqAfhhhp4cS9CfMbUG
0.0
9.845637e-01
83
Laurence Guy
Wish I Knew
120.0340
spotify:track:2Dp1N4sHgC93UZPBD3UD1W
0.0
9.698176e-01
42
Frits Wentink
The Circus
119.9750
spotify:track:1twxkpDDwI5n4CPeeUMEyF
0.0
9.550644e-01
64
Detroit Swindle
Jick Rames
114.0160
spotify:track:430rCVeAKQDXdt1DlBTewv
0.0
9.539238e-01
47
Frits Wentink
Ligament
121.9930
spotify:track:6wqWbguKomSlOUQQbSDh26
0.0
9.448164e-01
4
Floorplan
We Magnify His Name
125.1280
spotify:track:1l3K4IPHiL7IHfLMbDreHW
0.0
9.281629e-01
43
Andy Hart
D2me
116.0310
spotify:track:5mLfx8fuL9CZd2511pBZ4x
0.0
9.214146e-01
24
Frits Wentink
Shrewd
121.9890
spotify:track:4ZRoksMji4jFUwcbilRfVR
0.0
9.210506e-01
84
Frits Wentink
Rising Sun, Falling Coconut
124.1280
spotify:track:7fwSIxrSHymHbUtItEmMJv
0.0
9.182773e-01
29
Kink
Existence
125.0050
spotify:track:23YgtDE6f4HZErTLZQjyPb
0.0
8.493564e-01
86
Detroit Swindle
More Everything Please
123.9770
spotify:track:7uAtu8bPFwsTa0P6LaBifI
0.0
8.439819e-01
94
Frits Wentink
Zeltus
119.9860
spotify:track:54fe8YEFbinS2PLGsWs06y
0.0
8.091057e-01
77
Leon Vynehall
Step or Stone (Breath or Bone)
124.0190
spotify:track:100rIVnQBKzTPf3ahurgmq
0.0
8.033518e-01
66
Session Victim
The Haunted House
122.0300
spotify:track:5Imf4I6RbseXjgT2rlalBm
0.0
7.673077e-01
28
Terrence Parker
Heart Break
122.0740
spotify:track:2lRiBpxMNbSc588thrfoUJ
0.0
7.391749e-01
23
Chaos In The CBD
816 to Nunhead
122.0000
spotify:track:0J05iWXouzfkilU37xKJ0F
0.0
7.199550e-01
36
Floorplan
The Heavens & The Earth
127.0030
spotify:track:36W9ytLDWUaJJ4alg4INGd
0.0
7.096942e-01
57
Detroit Swindle
He's Just This Guy, You Know?
124.0010
spotify:track:7mRa2Y3lqAAGq5hznDtVoH
0.0
7.042164e-01
33
Medlar
The Sun
117.0010
spotify:track:71Z8vJp2IcJ5xCRLP0VQrJ
0.0
6.862548e-01
90
Kink
Pocket Piano
125.0020
spotify:track:1xwuHR44QOJ4A6NiqTcXnq
0.0
6.600350e-01
0
Frits Wentink
Worldwide Deluxe Edition
120.1060
spotify:track:72H0NsLBkuJzNtAO99xBzp
0.0
6.477519e-01
75
Frits Wentink
Mouse
120.0060
spotify:track:0bSl49I3GZRrgDXT9YNdOP
0.0
6.402926e-01
15
Borrowed Identity
Groove On
118.0250
spotify:track:4QwmClS4XpQGlAFmGgM2vY
0.0
6.090410e-01
...
...
...
...
...
...
...
92
Midland
Double Feature
128.9970
spotify:track:3BNFFPh6jjKXKmJ2pJnh89
0.0
9.484944e-02
9
Floorplan
They Can Tell
127.0080
spotify:track:1YBtaA66L5cbDgSiX8S4zW
0.0
5.535643e-02
6
Dan Shake
Out of Sight
117.9820
spotify:track:6t2dazdp2LpI5vLubTxWPo
0.0
4.553355e-02
91
Session Victim
Good Intentions - LP Mix
119.0000
spotify:track:0TO6WzsGeyBsSZhHv9PemG
0.0
4.217337e-02
85
Fouk
Orchard - Original Mix
118.0050
spotify:track:7IzSCZ2yAT8BW5zcdfpcA3
0.0
2.631126e-02
13
Fouk
Gruff - Original Mix
120.0070
spotify:track:68Y4PbGP0j3NSS6eU98qDi
0.0
2.316319e-02
41
Detroit Swindle
Monkey Wrench
110.9910
spotify:track:0XuxmxoYE7GHONEwlvJYzB
0.0
1.609782e-02
45
Awanto 3
Star Butchers - Darling Edit
119.9920
spotify:track:0Ja5DWCeuQCMGQijqABfNZ
0.0
1.558276e-02
3
Detroit Swindle
Figure of Speech
120.0350
spotify:track:57P9iYR8CPPgj1QtsNnjub
0.0
1.072778e-02
88
Rick Wade
Watcher
112.0080
spotify:track:6Z4k3B6jGmfD1cGrFyEMgE
0.0
8.666206e-03
7
Session Victim
Eo's Place
97.0150
spotify:track:2r2JQTfZxusMw6dupTve3b
0.0
7.739729e-03
79
James Welsh
Nowt
99.9830
spotify:track:7iqWbwzQO7SAocUIVi7j1w
0.0
6.985180e-03
96
Floorplan
Push On
127.9930
spotify:track:2et4iORpNbOhWdMdBIdy3g
0.0
3.465734e-03
99
Frits Wentink
Sophr One
119.9670
spotify:track:55Z6LMmIMAjc21cvxHs167
0.0
1.495349e-03
62
Laurence Guy
W.L.Y.B
120.0030
spotify:track:0Wcu2LGb8pqzrF1Xtqf0t4
0.0
1.186589e-03
49
San Soda
You Hear Me
121.9980
spotify:track:74NgLOe7j5aSCRReAiSkZT
0.0
8.919625e-04
48
Session Victim
Cow Palace
118.0130
spotify:track:36bWpRjafcUfb5hKdsYHRa
0.0
7.950197e-04
65
Midland
Tape Burn
116.0000
spotify:track:6zzD89vxu0aDaADFAZjcRj
0.0
3.318786e-04
60
Midland
Through Motion
125.0110
spotify:track:2J5CvIYu4OJWBquNq0oe4f
0.0
3.140305e-04
61
Kink
Cloud Generator
124.9960
spotify:track:37WaRvUdhksv1AL5I7RB6k
0.0
1.721277e-04
67
Chaos In The CBD
Phantom Melodies
122.0140
spotify:track:1dMQtBJ6B5t8kI8E254hoq
0.0
1.668228e-05
10
Frits Wentink
Etna Deline
118.0120
spotify:track:3YdcbeoFf2lBsOYRmMcBr2
0.0
1.312689e-05
68
Leon Vynehall
Midnight on Rainbow Road (Beat Edit)
109.0360
spotify:track:00Y91cFfAyl3GMlrMsc62f
0.0
8.859551e-06
26
Leon Vynehall
St. Sinclair
113.6360
spotify:track:6ktrZZZQsbK37QBylmWcDt
0.0
2.810807e-11
50
Leon Vynehall
Beyond This...
162.0290
spotify:track:2V81uU68IlvA9oNfGhPFdw
0.0
1.431784e-17
51
Laurence Guy
Kojak
121.0020
spotify:track:1EkIZMlAXdvxww1IvINInf
0.0
5.948020e-39
54
Frits Wentink
Words to Fit
165.9350
spotify:track:71n6biMpaYufOyPQw7Fo9H
0.0
1.480944e-41
56
Leon Vynehall
Inside the Deku Tree
119.6670
spotify:track:2oMktVUrjCclWoSWblwj5T
0.0
8.744054e-53
97
Session Victim
Hyuwee (Kosi Remix) - mixed
108.0100
spotify:track:7rd3Zart60iCFRWZKcynmb
0.0
4.564370e-57
19
Frits Wentink
Contempt
85.2385
spotify:track:6lfmKgYRh7hoSBV5vBxEbZ
0.0
1.695498e-72
83 rows × 6 columns
In [10]:
useful_features = ['acousticness','danceability','instrumentalness','energy','speechiness','tempo','valence']
#useful_features = ['instrumentalness','speechiness','tempo','valence']
useful_features = ['energy','speechiness','valence']
In [ ]:
import seaborn as sb
#sb.pairplot(trackset[useful_features + ['P_accept']].dropna())
sb.pairplot(training_set[useful_features + ['status']].dropna(), hue='status')
sb.plt.show()
In [11]:
import seaborn as sb
sb.pairplot(suggest_set[useful_features + ['P_accept']].dropna())
sb.plt.show()
In [ ]:
Content source: tomsyouruncle/DJ_suggest
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