In [17]:
#First let's import the necessary modules
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
%matplotlib inline
import os
from IPython.display import display, HTML
pd.set_option('display.max_columns', 500)
In [18]:
#Specifying the Data Path
cwd = os.getcwd()
file_path = os.path.join(cwd, 'cleaned_speed_dating.csv')
Here, we explore some basic dataset details.
In [19]:
#Reading the CSV, as easy as this! df stands for dataframe
df=pd.read_csv(file_path)
In [20]:
df.head()
Out[20]:
iid
gender
age
date
sports
tvsports
exercise
dining
museums
art
hiking
gaming
clubbing
reading
tv
theater
movies
concerts
music
shopping
yoga
attr_want
sinc_want
intel_want
fun_want
amb_want
shar_want
attr_self
sinc_self
fun_self
intel_self
amb_self
pid
age_partner
int_corr
samerace
attr_partner
sinc_partner
intel_partner
fun_partner
amb_partner
shar_partner
prob
dec
0
1
0
21.0
7.0
9.0
2.0
8.0
9.0
1.0
1.0
5.0
1.0
5.0
6.0
9.0
1.0
10.0
10.0
9.0
8.0
1.0
15.0
20.0
20.0
15.0
15.0
15.0
6.0
8.0
8.0
8.0
7.0
11.0
27.0
0.14
0
6.0
9.0
7.0
7.0
6.0
5.0
6.0
1
1
1
0
21.0
7.0
9.0
2.0
8.0
9.0
1.0
1.0
5.0
1.0
5.0
6.0
9.0
1.0
10.0
10.0
9.0
8.0
1.0
15.0
20.0
20.0
15.0
15.0
15.0
6.0
8.0
8.0
8.0
7.0
12.0
22.0
0.54
0
7.0
8.0
7.0
8.0
5.0
6.0
5.0
1
2
1
0
21.0
7.0
9.0
2.0
8.0
9.0
1.0
1.0
5.0
1.0
5.0
6.0
9.0
1.0
10.0
10.0
9.0
8.0
1.0
15.0
20.0
20.0
15.0
15.0
15.0
6.0
8.0
8.0
8.0
7.0
14.0
23.0
0.61
0
7.0
6.0
8.0
7.0
6.0
8.0
6.0
1
3
1
0
21.0
7.0
9.0
2.0
8.0
9.0
1.0
1.0
5.0
1.0
5.0
6.0
9.0
1.0
10.0
10.0
9.0
8.0
1.0
15.0
20.0
20.0
15.0
15.0
15.0
6.0
8.0
8.0
8.0
7.0
15.0
24.0
0.21
0
5.0
6.0
7.0
7.0
6.0
6.0
6.0
1
4
1
0
21.0
7.0
9.0
2.0
8.0
9.0
1.0
1.0
5.0
1.0
5.0
6.0
9.0
1.0
10.0
10.0
9.0
8.0
1.0
15.0
20.0
20.0
15.0
15.0
15.0
6.0
8.0
8.0
8.0
7.0
16.0
25.0
0.25
0
4.0
9.0
7.0
4.0
6.0
4.0
5.0
0
In [21]:
df.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 6712 entries, 0 to 6711
Data columns (total 44 columns):
iid 6712 non-null int64
gender 6712 non-null int64
age 6712 non-null float64
date 6712 non-null float64
sports 6712 non-null float64
tvsports 6712 non-null float64
exercise 6712 non-null float64
dining 6712 non-null float64
museums 6712 non-null float64
art 6712 non-null float64
hiking 6712 non-null float64
gaming 6712 non-null float64
clubbing 6712 non-null float64
reading 6712 non-null float64
tv 6712 non-null float64
theater 6712 non-null float64
movies 6712 non-null float64
concerts 6712 non-null float64
music 6712 non-null float64
shopping 6712 non-null float64
yoga 6712 non-null float64
attr_want 6712 non-null float64
sinc_want 6712 non-null float64
intel_want 6712 non-null float64
fun_want 6712 non-null float64
amb_want 6712 non-null float64
shar_want 6712 non-null float64
attr_self 6712 non-null float64
sinc_self 6712 non-null float64
fun_self 6712 non-null float64
intel_self 6712 non-null float64
amb_self 6712 non-null float64
pid 6712 non-null float64
age_partner 6712 non-null float64
int_corr 6712 non-null float64
samerace 6712 non-null int64
attr_partner 6712 non-null float64
sinc_partner 6712 non-null float64
intel_partner 6712 non-null float64
fun_partner 6712 non-null float64
amb_partner 6712 non-null float64
shar_partner 6712 non-null float64
prob 6712 non-null float64
dec 6712 non-null int64
dtypes: float64(40), int64(4)
memory usage: 2.3 MB
In [22]:
display(df.describe())
iid
gender
age
date
sports
tvsports
exercise
dining
museums
art
hiking
gaming
clubbing
reading
tv
theater
movies
concerts
music
shopping
yoga
attr_want
sinc_want
intel_want
fun_want
amb_want
shar_want
attr_self
sinc_self
fun_self
intel_self
amb_self
pid
age_partner
int_corr
samerace
attr_partner
sinc_partner
intel_partner
fun_partner
amb_partner
shar_partner
prob
dec
count
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
6712.000000
mean
283.041716
0.509088
26.234505
4.993296
6.452771
4.582837
6.255513
7.843564
7.045888
6.765346
5.639154
3.899285
5.781585
7.712753
5.341180
6.790524
7.927145
6.835518
7.868892
5.714243
4.348629
22.156365
17.471086
20.362278
17.424467
10.846888
11.768305
7.103844
8.311532
7.734356
8.448749
7.633641
282.608164
26.310489
0.197692
0.396007
6.190614
7.174091
7.371797
6.406213
6.770113
5.472810
5.266687
0.432807
std
158.623235
0.499955
3.472971
1.418774
2.583173
2.800152
2.425919
1.697761
2.024800
2.229007
2.573261
2.606684
2.501730
2.015149
2.526884
2.233617
1.690180
2.147879
1.763325
2.617694
2.732995
11.768449
7.003536
6.642448
6.052239
6.070008
6.225640
1.405050
1.441120
1.566552
1.086236
1.819615
158.209424
3.538261
0.303991
0.489102
1.932422
1.727542
1.535912
1.943901
1.778541
2.134391
2.131276
0.495501
min
1.000000
0.000000
18.000000
1.000000
1.000000
1.000000
1.000000
1.000000
1.000000
1.000000
0.000000
0.000000
1.000000
1.000000
1.000000
1.000000
2.000000
1.000000
1.000000
1.000000
1.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
2.000000
2.000000
2.000000
3.000000
2.000000
1.000000
18.000000
-0.830000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
0.000000
25%
157.000000
0.000000
24.000000
4.000000
5.000000
2.000000
5.000000
7.000000
6.000000
5.000000
3.000000
2.000000
4.000000
7.000000
3.000000
5.000000
7.000000
5.000000
7.000000
4.000000
2.000000
15.000000
15.000000
17.310000
15.000000
5.000000
10.000000
6.000000
8.000000
7.000000
8.000000
7.000000
155.000000
24.000000
-0.020000
0.000000
5.000000
6.000000
6.000000
5.000000
6.000000
4.000000
4.000000
0.000000
50%
276.000000
1.000000
26.000000
5.000000
7.000000
4.000000
7.000000
8.000000
7.000000
7.000000
6.000000
3.000000
6.000000
8.000000
6.000000
7.000000
8.000000
7.000000
8.000000
6.000000
4.000000
20.000000
18.000000
20.000000
18.000000
10.000000
10.000000
7.000000
9.000000
8.000000
8.000000
8.000000
279.000000
26.000000
0.210000
0.000000
6.000000
7.000000
7.000000
7.000000
7.000000
6.000000
5.000000
0.000000
75%
410.000000
1.000000
28.000000
6.000000
8.000000
7.000000
8.000000
9.000000
9.000000
8.000000
8.000000
6.000000
8.000000
9.000000
7.000000
9.000000
9.000000
9.000000
9.000000
8.000000
7.000000
25.000000
20.000000
23.810000
20.000000
15.000000
15.520000
8.000000
9.000000
9.000000
9.000000
9.000000
410.000000
28.000000
0.430000
1.000000
8.000000
8.000000
8.000000
8.000000
8.000000
7.000000
7.000000
1.000000
max
552.000000
1.000000
55.000000
7.000000
10.000000
10.000000
10.000000
10.000000
10.000000
10.000000
10.000000
14.000000
10.000000
13.000000
10.000000
10.000000
10.000000
10.000000
10.000000
10.000000
10.000000
100.000000
47.000000
50.000000
50.000000
53.000000
30.000000
10.000000
10.000000
10.000000
10.000000
10.000000
552.000000
55.000000
0.910000
1.000000
10.000000
10.000000
10.000000
10.000000
10.000000
10.000000
10.000000
1.000000
In [23]:
corr = df.corr()
display(corr)
iid
gender
age
date
sports
tvsports
exercise
dining
museums
art
hiking
gaming
clubbing
reading
tv
theater
movies
concerts
music
shopping
yoga
attr_want
sinc_want
intel_want
fun_want
amb_want
shar_want
attr_self
sinc_self
fun_self
intel_self
amb_self
pid
age_partner
int_corr
samerace
attr_partner
sinc_partner
intel_partner
fun_partner
amb_partner
shar_partner
prob
dec
iid
1.000000
0.075595
0.135121
0.025632
0.013925
-0.006568
-0.000908
0.102490
0.051757
0.085900
-0.006684
0.018840
-0.041289
-0.019751
0.000666
0.024422
-0.010122
0.070712
0.075697
0.080154
0.011717
0.110353
-0.015442
-0.084534
0.030426
-0.149944
-0.009776
0.011520
0.071337
0.025402
-0.027820
0.068432
0.993017
0.090189
0.056752
-0.032781
-0.020008
-0.028201
-0.041890
-0.000992
-0.040297
-0.047399
0.011491
0.006652
gender
0.075595
1.000000
0.101669
-0.110727
0.223592
0.146188
-0.095595
-0.223909
-0.226360
-0.234823
-0.075168
0.209828
-0.071205
-0.121646
-0.189051
-0.318675
-0.160302
-0.126269
-0.073357
-0.351544
-0.211486
0.352193
-0.118079
-0.086996
0.023164
-0.347683
-0.109481
-0.080572
-0.093584
-0.137421
0.076725
-0.029344
-0.030281
-0.073364
-0.000269
0.000514
0.118848
0.032716
-0.065090
0.054195
-0.107330
0.025053
0.005207
0.114946
age
0.135121
0.101669
1.000000
0.026327
-0.062181
-0.136821
-0.033519
0.026945
0.131839
0.091957
0.060241
-0.155174
-0.101928
0.125026
-0.183702
0.008235
-0.033948
-0.074092
-0.040090
-0.164909
0.020884
0.053952
0.030453
0.066559
-0.093663
-0.116722
-0.003001
0.032172
-0.020077
-0.092597
-0.028887
-0.076052
0.121430
0.107962
0.082613
-0.004502
0.014045
-0.011909
-0.016250
-0.016772
-0.039241
0.009896
-0.006417
-0.000280
date
0.025632
-0.110727
0.026327
1.000000
-0.117405
0.007285
-0.102151
-0.117231
-0.026865
-0.022125
0.027581
-0.046236
-0.083578
0.023614
0.085137
0.024478
0.050502
0.015090
0.008106
-0.087941
-0.050200
-0.169578
0.176367
-0.015996
-0.011175
0.061589
0.091698
-0.213434
0.101302
-0.142598
-0.181756
-0.171512
0.038089
0.005223
-0.016664
-0.037402
0.012276
-0.008248
-0.010549
-0.014005
-0.013248
-0.050374
-0.122211
-0.024063
sports
0.013925
0.223592
-0.062181
-0.117405
1.000000
0.487856
0.398752
-0.079492
-0.144879
-0.141581
0.156282
0.138311
0.064810
-0.156297
-0.095122
-0.248350
-0.155172
-0.044290
-0.004631
-0.108101
-0.033950
0.190865
-0.054508
-0.167456
0.031486
-0.092792
-0.054380
0.166208
0.052246
0.149142
0.141326
0.152781
-0.010368
-0.000205
-0.073538
0.014216
0.003392
0.043824
0.035909
0.048014
0.019059
0.042205
0.117886
-0.035775
tvsports
-0.006568
0.146188
-0.136821
0.007285
0.487856
1.000000
0.223383
-0.038711
-0.078332
-0.089861
-0.007514
0.278518
0.079223
-0.150767
0.264955
-0.095239
-0.033279
0.049587
0.064368
0.043888
-0.070911
0.089286
0.004116
-0.178124
0.023298
-0.030025
-0.004664
0.075095
0.086306
0.163127
0.079633
0.093268
-0.023856
-0.027141
-0.240527
-0.035597
0.023653
0.063885
0.052439
0.058197
0.035166
0.047343
0.035873
-0.000552
exercise
-0.000908
-0.095595
-0.033519
-0.102151
0.398752
0.223383
1.000000
0.094728
-0.014218
-0.020490
0.070461
0.030580
0.041434
-0.009186
0.045866
0.000804
-0.032201
-0.061368
-0.002235
0.110592
0.112736
0.109931
-0.118262
-0.042319
-0.016099
0.061068
-0.076644
0.260590
0.031784
0.111652
0.107067
0.156573
0.011082
0.026118
-0.018871
0.045066
-0.046951
0.021313
0.053844
0.007089
0.045441
0.052567
0.114117
-0.077509
dining
0.102490
-0.223909
0.026945
-0.117231
-0.079492
-0.038711
0.094728
1.000000
0.368193
0.322272
0.077019
0.082804
0.201154
0.092265
0.093581
0.294865
0.214074
0.213070
0.170493
0.385780
0.175378
-0.025402
-0.081071
0.046959
-0.038780
0.147461
-0.036999
0.180842
0.090691
0.287867
0.144486
0.196908
0.123580
0.023293
0.066858
-0.062303
-0.029974
0.026840
0.043851
0.032916
0.059545
0.063612
0.086172
-0.025073
museums
0.051757
-0.226360
0.131839
-0.026865
-0.144879
-0.078332
-0.014218
0.368193
1.000000
0.853627
0.174828
-0.073120
0.088816
0.323689
0.020442
0.550602
0.305197
0.365536
0.250925
0.207842
0.264792
-0.141811
0.026628
0.171497
-0.069411
0.095223
0.021167
0.090508
0.115054
0.084080
0.032912
0.049456
0.077151
0.054896
0.164295
0.000757
0.013599
0.052520
0.085718
0.052486
0.071244
0.059300
0.035025
0.001440
art
0.085900
-0.234823
0.091957
-0.022125
-0.141581
-0.089861
-0.020490
0.322272
0.853627
1.000000
0.188857
-0.058565
0.106886
0.233131
0.008369
0.536959
0.299221
0.391721
0.277606
0.197150
0.307689
-0.106751
-0.016888
0.110353
-0.042913
0.104372
0.032602
0.097229
0.082925
0.141318
0.014449
0.087988
0.111005
0.057871
0.163991
0.019642
0.014803
0.064747
0.076541
0.057526
0.064252
0.057103
0.037546
0.018439
hiking
-0.006684
-0.075168
0.060241
0.027581
0.156282
-0.007514
0.070461
0.077019
0.174828
0.188857
1.000000
0.165546
0.033748
0.044577
-0.107172
0.075718
0.010777
0.166926
0.051967
-0.094195
0.236551
-0.052234
0.077503
-0.067343
0.042755
0.062362
-0.002946
0.072392
0.120285
0.007157
0.011508
0.046643
-0.000270
0.034565
-0.014639
0.001436
0.039209
-0.019051
0.025750
0.004464
0.019184
0.027039
0.035781
0.021533
gaming
0.018840
0.209828
-0.155174
-0.046236
0.138311
0.278518
0.030580
0.082804
-0.073120
-0.058565
0.165546
1.000000
0.200219
-0.035124
0.209068
-0.050228
0.022652
0.115075
0.083814
0.111761
0.012794
0.081407
-0.017223
-0.087790
-0.034143
-0.005266
0.003829
0.011441
0.039730
0.099452
0.074748
0.123254
-0.003358
-0.061104
-0.237222
-0.048889
0.083298
0.028430
-0.005198
0.071638
0.028978
0.091800
0.058331
0.096167
clubbing
-0.041289
-0.071205
-0.101928
-0.083578
0.064810
0.079223
0.041434
0.201154
0.088816
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reading
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tv
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theater
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movies
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concerts
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music
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shopping
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yoga
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attr_want
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sinc_want
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intel_want
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fun_want
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amb_want
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shar_want
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1.000000
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attr_self
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1.000000
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sinc_self
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1.000000
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fun_self
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1.000000
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intel_self
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amb_self
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pid
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age_partner
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int_corr
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samerace
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attr_partner
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sinc_partner
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intel_partner
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fun_partner
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0.054195
-0.016772
-0.014005
0.048014
0.058197
0.007089
0.032916
0.052486
0.057526
0.004464
0.071638
0.037229
0.039701
0.072071
0.039025
0.031889
0.060080
0.086029
0.074690
0.011877
0.047320
0.000174
-0.061707
-0.013361
0.032631
-0.038813
0.049803
0.059899
0.128729
0.049397
0.052990
-0.003776
-0.038596
0.011683
0.011721
0.582325
0.499545
0.491548
1.000000
0.487707
0.611505
0.384694
0.408790
amb_partner
-0.040297
-0.107330
-0.039241
-0.013248
0.019059
0.035166
0.045441
0.059545
0.071244
0.064252
0.019184
0.028978
0.038161
0.101519
0.110822
0.085663
0.095153
0.081669
0.096676
0.113495
0.052526
-0.011617
0.016114
-0.044087
-0.042747
0.140811
-0.041269
0.120584
0.116691
0.165505
0.085068
0.113277
-0.027600
0.019466
0.022131
0.010970
0.344256
0.451337
0.618017
0.487707
1.000000
0.427940
0.274908
0.178523
shar_partner
-0.047399
0.025053
0.009896
-0.050374
0.042205
0.047343
0.052567
0.063612
0.059300
0.057103
0.027039
0.091800
0.040858
0.021430
0.047307
0.048689
0.021735
0.076968
0.072515
0.095247
0.079817
0.040743
0.002954
-0.053595
-0.050648
0.031226
-0.003628
0.066057
0.036544
0.111369
0.048614
0.055618
-0.048533
0.003200
0.038397
0.057848
0.481296
0.388421
0.391818
0.611505
0.427940
1.000000
0.469465
0.399857
prob
0.011491
0.005207
-0.006417
-0.122211
0.117886
0.035873
0.114117
0.086172
0.035025
0.037546
0.035781
0.058331
0.074603
-0.003030
-0.041495
0.006337
-0.039632
0.067964
0.070980
0.088059
0.076885
0.053756
-0.041452
-0.066984
0.034166
0.027503
-0.031934
0.267267
0.067671
0.228172
0.079120
0.064792
0.011376
-0.003938
0.008866
0.091078
0.271225
0.324057
0.271130
0.384694
0.274908
0.469465
1.000000
0.310671
dec
0.006652
0.114946
-0.000280
-0.024063
-0.035775
-0.000552
-0.077509
-0.025073
0.001440
0.018439
0.021533
0.096167
0.032155
0.027228
-0.010845
0.005187
-0.027998
0.021536
-0.000875
-0.037207
0.037107
-0.036302
0.032512
-0.001733
0.012261
-0.022152
0.048373
-0.043591
-0.024623
-0.001594
0.048279
-0.002103
-0.004303
-0.047848
0.011944
0.028037
0.486650
0.201887
0.206550
0.408790
0.178523
0.399857
0.310671
1.000000
In [24]:
corr_tmp = corr.copy()
shape = corr_tmp.values.shape
#Setting upper triangular matrix including diagonal (std) to -99, discounting them
bad_indices = np.triu_indices(shape[0])
corr_tmp.values[bad_indices] = -99
arg_corr = np.dstack(np.unravel_index(np.argsort(-corr_tmp.values.ravel()), shape))[0]
arg_corr = arg_corr[:-len(bad_indices[0])]
In [25]:
print('Highest Correlation Coefficient\n')
for pair in corr_tmp.columns[arg_corr]:
print(pair, ' Correlation = ', corr[pair[0]][pair[1]])
print('Lowest Correlation Coefficient\n')
Highest Correlation Coefficient
(array(['pid', 'iid'], dtype=object), ' Correlation = ', 0.99301690251307662)
(array(['art', 'museums'], dtype=object), ' Correlation = ', 0.85362722232884369)
(array(['intel_partner', 'sinc_partner'], dtype=object), ' Correlation = ', 0.6609918612530532)
(array(['music', 'concerts'], dtype=object), ' Correlation = ', 0.64704961554359453)
(array(['amb_partner', 'intel_partner'], dtype=object), ' Correlation = ', 0.61801668058967052)
(array(['shar_partner', 'fun_partner'], dtype=object), ' Correlation = ', 0.61150467820314103)
(array(['fun_partner', 'attr_partner'], dtype=object), ' Correlation = ', 0.58232476151703516)
(array(['theater', 'museums'], dtype=object), ' Correlation = ', 0.55060201204740056)
(array(['theater', 'art'], dtype=object), ' Correlation = ', 0.53695898216435345)
(array(['movies', 'theater'], dtype=object), ' Correlation = ', 0.50441407104370029)
(array(['fun_partner', 'sinc_partner'], dtype=object), ' Correlation = ', 0.49954492864222544)
(array(['fun_partner', 'intel_partner'], dtype=object), ' Correlation = ', 0.49154831656546677)
(array(['tvsports', 'sports'], dtype=object), ' Correlation = ', 0.48785610485861108)
(array(['amb_partner', 'fun_partner'], dtype=object), ' Correlation = ', 0.48770748000002156)
(array(['dec', 'attr_partner'], dtype=object), ' Correlation = ', 0.48665017581895609)
(array(['shar_partner', 'attr_partner'], dtype=object), ' Correlation = ', 0.48129613154838763)
(array(['prob', 'shar_partner'], dtype=object), ' Correlation = ', 0.46946531836803496)
(array(['amb_partner', 'sinc_partner'], dtype=object), ' Correlation = ', 0.45133673164448779)
(array(['shopping', 'tv'], dtype=object), ' Correlation = ', 0.43755585211429499)
(array(['fun_self', 'attr_self'], dtype=object), ' Correlation = ', 0.43341349242563199)
(array(['shar_partner', 'amb_partner'], dtype=object), ' Correlation = ', 0.42794013947685688)
(array(['dec', 'fun_partner'], dtype=object), ' Correlation = ', 0.40879040942031541)
(array(['dec', 'shar_partner'], dtype=object), ' Correlation = ', 0.39985670962131037)
(array(['exercise', 'sports'], dtype=object), ' Correlation = ', 0.39875218776377547)
(array(['concerts', 'theater'], dtype=object), ' Correlation = ', 0.39798820202097884)
(array(['shar_partner', 'intel_partner'], dtype=object), ' Correlation = ', 0.3918184134371604)
(array(['concerts', 'art'], dtype=object), ' Correlation = ', 0.39172138031365944)
(array(['sinc_partner', 'attr_partner'], dtype=object), ' Correlation = ', 0.38863910589437251)
(array(['shar_partner', 'sinc_partner'], dtype=object), ' Correlation = ', 0.38842065647460633)
(array(['intel_self', 'attr_self'], dtype=object), ' Correlation = ', 0.38821064374337538)
(array(['shopping', 'dining'], dtype=object), ' Correlation = ', 0.38578026371543839)
(array(['prob', 'fun_partner'], dtype=object), ' Correlation = ', 0.38469387483382)
(array(['concerts', 'movies'], dtype=object), ' Correlation = ', 0.37456736997092155)
(array(['intel_partner', 'attr_partner'], dtype=object), ' Correlation = ', 0.37409889162438037)
(array(['museums', 'dining'], dtype=object), ' Correlation = ', 0.36819299580074472)
(array(['concerts', 'museums'], dtype=object), ' Correlation = ', 0.36553646371189119)
(array(['movies', 'tv'], dtype=object), ' Correlation = ', 0.36026302800706134)
(array(['attr_want', 'gender'], dtype=object), ' Correlation = ', 0.35219283155676173)
(array(['amb_self', 'fun_self'], dtype=object), ' Correlation = ', 0.34463324758105901)
(array(['amb_partner', 'attr_partner'], dtype=object), ' Correlation = ', 0.3442564037025822)
(array(['amb_self', 'intel_self'], dtype=object), ' Correlation = ', 0.33589431785777785)
(array(['sinc_self', 'sinc_want'], dtype=object), ' Correlation = ', 0.33015206249171192)
(array(['amb_self', 'amb_want'], dtype=object), ' Correlation = ', 0.33009972524714093)
(array(['prob', 'sinc_partner'], dtype=object), ' Correlation = ', 0.32405673161775417)
(array(['reading', 'museums'], dtype=object), ' Correlation = ', 0.32368857673428281)
(array(['art', 'dining'], dtype=object), ' Correlation = ', 0.32227219193709039)
(array(['dec', 'prob'], dtype=object), ' Correlation = ', 0.31067133100423977)
(array(['yoga', 'art'], dtype=object), ' Correlation = ', 0.30768886111336208)
(array(['movies', 'museums'], dtype=object), ' Correlation = ', 0.30519740732150286)
(array(['music', 'movies'], dtype=object), ' Correlation = ', 0.30502843574826133)
(array(['amb_self', 'attr_self'], dtype=object), ' Correlation = ', 0.30198441452707758)
(array(['movies', 'art'], dtype=object), ' Correlation = ', 0.29922083229346697)
(array(['shopping', 'theater'], dtype=object), ' Correlation = ', 0.296753522338152)
(array(['theater', 'dining'], dtype=object), ' Correlation = ', 0.29486498647020964)
(array(['fun_self', 'dining'], dtype=object), ' Correlation = ', 0.28786694504279298)
(array(['gaming', 'tvsports'], dtype=object), ' Correlation = ', 0.27851756745947975)
(array(['music', 'art'], dtype=object), ' Correlation = ', 0.27760575121457681)
(array(['prob', 'amb_partner'], dtype=object), ' Correlation = ', 0.2749084485295693)
(array(['prob', 'attr_partner'], dtype=object), ' Correlation = ', 0.27122494821026322)
(array(['prob', 'intel_partner'], dtype=object), ' Correlation = ', 0.27113045141952646)
(array(['intel_self', 'fun_self'], dtype=object), ' Correlation = ', 0.27103232173029479)
(array(['prob', 'attr_self'], dtype=object), ' Correlation = ', 0.26726748672743933)
(array(['tv', 'tvsports'], dtype=object), ' Correlation = ', 0.26495463338136199)
(array(['yoga', 'museums'], dtype=object), ' Correlation = ', 0.26479225702665021)
(array(['fun_self', 'shopping'], dtype=object), ' Correlation = ', 0.2636067083484312)
(array(['attr_self', 'exercise'], dtype=object), ' Correlation = ', 0.26058963025692639)
(array(['yoga', 'theater'], dtype=object), ' Correlation = ', 0.25516047447593765)
(array(['music', 'museums'], dtype=object), ' Correlation = ', 0.25092539076486808)
(array(['shopping', 'movies'], dtype=object), ' Correlation = ', 0.25014386774065478)
(array(['yoga', 'concerts'], dtype=object), ' Correlation = ', 0.24584351449513375)
(array(['fun_self', 'music'], dtype=object), ' Correlation = ', 0.24372734276567201)
(array(['fun_self', 'fun_want'], dtype=object), ' Correlation = ', 0.24181480189310905)
(array(['yoga', 'hiking'], dtype=object), ' Correlation = ', 0.23655100324279138)
(array(['reading', 'art'], dtype=object), ' Correlation = ', 0.23313121992519856)
(array(['intel_self', 'sinc_self'], dtype=object), ' Correlation = ', 0.22880346256121714)
(array(['prob', 'fun_self'], dtype=object), ' Correlation = ', 0.22817172309552836)
(array(['theater', 'tv'], dtype=object), ' Correlation = ', 0.22627417467810323)
(array(['sports', 'gender'], dtype=object), ' Correlation = ', 0.22359178285401649)
(array(['exercise', 'tvsports'], dtype=object), ' Correlation = ', 0.22338251385517377)
(array(['movies', 'dining'], dtype=object), ' Correlation = ', 0.21407407729524164)
(array(['concerts', 'dining'], dtype=object), ' Correlation = ', 0.21306981766414212)
(array(['music', 'theater'], dtype=object), ' Correlation = ', 0.21234421971852213)
(array(['amb_want', 'shopping'], dtype=object), ' Correlation = ', 0.21198719081775833)
(array(['gaming', 'gender'], dtype=object), ' Correlation = ', 0.20982817822859684)
(array(['intel_want', 'reading'], dtype=object), ' Correlation = ', 0.20949665711979215)
(array(['tv', 'gaming'], dtype=object), ' Correlation = ', 0.2090681920304174)
(array(['shopping', 'concerts'], dtype=object), ' Correlation = ', 0.20858730411411625)
(array(['amb_want', 'theater'], dtype=object), ' Correlation = ', 0.20841043402884285)
(array(['shopping', 'museums'], dtype=object), ' Correlation = ', 0.20784196107833977)
(array(['shopping', 'music'], dtype=object), ' Correlation = ', 0.20691306815811919)
(array(['dec', 'intel_partner'], dtype=object), ' Correlation = ', 0.2065499839588017)
(array(['fun_self', 'sinc_self'], dtype=object), ' Correlation = ', 0.20233156423966314)
(array(['dec', 'sinc_partner'], dtype=object), ' Correlation = ', 0.20188739393689495)
(array(['clubbing', 'dining'], dtype=object), ' Correlation = ', 0.2011537155589232)
(array(['clubbing', 'gaming'], dtype=object), ' Correlation = ', 0.20021871998401494)
(array(['yoga', 'shopping'], dtype=object), ' Correlation = ', 0.20015371976253707)
(array(['theater', 'reading'], dtype=object), ' Correlation = ', 0.19926490025788499)
(array(['amb_self', 'shopping'], dtype=object), ' Correlation = ', 0.19731471045545448)
(array(['shopping', 'art'], dtype=object), ' Correlation = ', 0.19714965853376709)
(array(['amb_self', 'dining'], dtype=object), ' Correlation = ', 0.19690825053772704)
(array(['fun_self', 'clubbing'], dtype=object), ' Correlation = ', 0.19107889477080442)
(array(['attr_want', 'sports'], dtype=object), ' Correlation = ', 0.19086526426584799)
(array(['attr_self', 'attr_want'], dtype=object), ' Correlation = ', 0.18936840679735861)
(array(['hiking', 'art'], dtype=object), ' Correlation = ', 0.18885655316232927)
(array(['attr_self', 'dining'], dtype=object), ' Correlation = ', 0.18084162311745611)
(array(['dec', 'amb_partner'], dtype=object), ' Correlation = ', 0.17852306663873127)
(array(['sinc_want', 'date'], dtype=object), ' Correlation = ', 0.17636697403093557)
(array(['yoga', 'dining'], dtype=object), ' Correlation = ', 0.17537768874248516)
(array(['hiking', 'museums'], dtype=object), ' Correlation = ', 0.17482807428160621)
(array(['amb_self', 'sinc_self'], dtype=object), ' Correlation = ', 0.17286226075428979)
(array(['intel_want', 'museums'], dtype=object), ' Correlation = ', 0.17149697496914809)
(array(['music', 'dining'], dtype=object), ' Correlation = ', 0.17049311571784539)
(array(['sinc_self', 'theater'], dtype=object), ' Correlation = ', 0.16984516559451263)
(array(['concerts', 'hiking'], dtype=object), ' Correlation = ', 0.16692597750432875)
(array(['attr_self', 'sports'], dtype=object), ' Correlation = ', 0.16620842496400393)
(array(['gaming', 'hiking'], dtype=object), ' Correlation = ', 0.16554550031376425)
(array(['amb_partner', 'fun_self'], dtype=object), ' Correlation = ', 0.16550473013887798)
(array(['int_corr', 'museums'], dtype=object), ' Correlation = ', 0.1642945151643217)
(array(['int_corr', 'art'], dtype=object), ' Correlation = ', 0.16399094351141083)
(array(['fun_self', 'tvsports'], dtype=object), ' Correlation = ', 0.16312725800832442)
(array(['amb_self', 'music'], dtype=object), ' Correlation = ', 0.16196749487769113)
(array(['sinc_self', 'attr_self'], dtype=object), ' Correlation = ', 0.16144710565530079)
(array(['attr_self', 'yoga'], dtype=object), ' Correlation = ', 0.15940914895705999)
(array(['yoga', 'music'], dtype=object), ' Correlation = ', 0.15793370820261857)
(array(['intel_partner', 'fun_self'], dtype=object), ' Correlation = ', 0.15692545542482303)
(array(['amb_self', 'exercise'], dtype=object), ' Correlation = ', 0.15657274075265254)
(array(['hiking', 'sports'], dtype=object), ' Correlation = ', 0.15628192787659204)
(array(['sinc_self', 'reading'], dtype=object), ' Correlation = ', 0.15550302421485668)
(array(['shopping', 'clubbing'], dtype=object), ' Correlation = ', 0.15541016292887666)
(array(['attr_self', 'shopping'], dtype=object), ' Correlation = ', 0.15517457672614188)
(array(['amb_self', 'sports'], dtype=object), ' Correlation = ', 0.15278104802926476)
(array(['int_corr', 'reading'], dtype=object), ' Correlation = ', 0.15203851251854253)
(array(['fun_self', 'sports'], dtype=object), ' Correlation = ', 0.14914230977785173)
(array(['amb_want', 'dining'], dtype=object), ' Correlation = ', 0.14746090687343968)
(array(['tvsports', 'gender'], dtype=object), ' Correlation = ', 0.1461882549310336)
(array(['intel_self', 'dining'], dtype=object), ' Correlation = ', 0.14448559417172563)
(array(['fun_self', 'yoga'], dtype=object), ' Correlation = ', 0.14397046757818213)
(array(['intel_self', 'sports'], dtype=object), ' Correlation = ', 0.14132574909238305)
(array(['fun_self', 'art'], dtype=object), ' Correlation = ', 0.14131750460848538)
(array(['amb_partner', 'amb_want'], dtype=object), ' Correlation = ', 0.14081107867746998)
(array(['gaming', 'sports'], dtype=object), ' Correlation = ', 0.13831078780996453)
(array(['sinc_self', 'concerts'], dtype=object), ' Correlation = ', 0.13709836386658636)
(array(['fun_self', 'concerts'], dtype=object), ' Correlation = ', 0.13563349016134485)
(array(['sinc_partner', 'fun_self'], dtype=object), ' Correlation = ', 0.13527814902648658)
(array(['intel_self', 'reading'], dtype=object), ' Correlation = ', 0.13520775155931139)
(array(['age', 'iid'], dtype=object), ' Correlation = ', 0.13512112460523748)
(array(['amb_self', 'yoga'], dtype=object), ' Correlation = ', 0.13244759314026039)
(array(['museums', 'age'], dtype=object), ' Correlation = ', 0.13183890544465718)
(array(['movies', 'reading'], dtype=object), ' Correlation = ', 0.13096559634047816)
(array(['fun_partner', 'fun_self'], dtype=object), ' Correlation = ', 0.12872944501795716)
(array(['reading', 'age'], dtype=object), ' Correlation = ', 0.12502589887285298)
(array(['pid', 'dining'], dtype=object), ' Correlation = ', 0.12358048900852514)
(array(['amb_self', 'gaming'], dtype=object), ' Correlation = ', 0.12325395061008812)
(array(['intel_partner', 'intel_self'], dtype=object), ' Correlation = ', 0.12308862462842579)
(array(['intel_partner', 'attr_self'], dtype=object), ' Correlation = ', 0.12244777771558617)
(array(['pid', 'age'], dtype=object), ' Correlation = ', 0.12143035813926248)
(array(['amb_partner', 'attr_self'], dtype=object), ' Correlation = ', 0.12058352995766086)
(array(['sinc_self', 'hiking'], dtype=object), ' Correlation = ', 0.12028523988004058)
(array(['attr_self', 'music'], dtype=object), ' Correlation = ', 0.119588251811197)
(array(['attr_self', 'clubbing'], dtype=object), ' Correlation = ', 0.11925777995409512)
(array(['shar_want', 'amb_want'], dtype=object), ' Correlation = ', 0.11921968856196052)
(array(['attr_partner', 'gender'], dtype=object), ' Correlation = ', 0.11884849286710196)
(array(['sinc_self', 'movies'], dtype=object), ' Correlation = ', 0.11845706191838594)
(array(['pid', 'shopping'], dtype=object), ' Correlation = ', 0.11838995648637013)
(array(['intel_partner', 'tv'], dtype=object), ' Correlation = ', 0.11810256952642294)
(array(['prob', 'sports'], dtype=object), ' Correlation = ', 0.11788582555289397)
(array(['amb_partner', 'sinc_self'], dtype=object), ' Correlation = ', 0.11669115276461905)
(array(['intel_partner', 'sinc_self'], dtype=object), ' Correlation = ', 0.11667100739415964)
(array(['int_corr', 'movies'], dtype=object), ' Correlation = ', 0.11613087661855585)
(array(['concerts', 'gaming'], dtype=object), ' Correlation = ', 0.11507507277730286)
(array(['sinc_self', 'museums'], dtype=object), ' Correlation = ', 0.1150537771694938)
(array(['intel_partner', 'reading'], dtype=object), ' Correlation = ', 0.11503084294458327)
(array(['dec', 'gender'], dtype=object), ' Correlation = ', 0.11494634141088249)
(array(['fun_self', 'amb_want'], dtype=object), ' Correlation = ', 0.11432355163062795)
(array(['prob', 'exercise'], dtype=object), ' Correlation = ', 0.11411733070131003)
(array(['amb_partner', 'shopping'], dtype=object), ' Correlation = ', 0.11349541032378743)
(array(['sinc_self', 'tv'], dtype=object), ' Correlation = ', 0.11341138437311399)
(array(['amb_partner', 'amb_self'], dtype=object), ' Correlation = ', 0.11327686303967054)
(array(['yoga', 'exercise'], dtype=object), ' Correlation = ', 0.11273632846892591)
(array(['yoga', 'movies'], dtype=object), ' Correlation = ', 0.11217745010189488)
(array(['sinc_partner', 'tv'], dtype=object), ' Correlation = ', 0.11180313029494202)
(array(['shopping', 'gaming'], dtype=object), ' Correlation = ', 0.11176125274454532)
(array(['fun_self', 'exercise'], dtype=object), ' Correlation = ', 0.11165225225043825)
(array(['shar_partner', 'fun_self'], dtype=object), ' Correlation = ', 0.11136888976216987)
(array(['pid', 'art'], dtype=object), ' Correlation = ', 0.11100486882021689)
(array(['amb_partner', 'tv'], dtype=object), ' Correlation = ', 0.1108223384539764)
(array(['intel_partner', 'theater'], dtype=object), ' Correlation = ', 0.11072594590210108)
(array(['shopping', 'exercise'], dtype=object), ' Correlation = ', 0.11059151237600955)
(array(['attr_want', 'iid'], dtype=object), ' Correlation = ', 0.11035298792926734)
(array(['intel_want', 'art'], dtype=object), ' Correlation = ', 0.11035287796015102)
(array(['attr_want', 'exercise'], dtype=object), ' Correlation = ', 0.10993069666581315)
(array(['age_partner', 'age'], dtype=object), ' Correlation = ', 0.10796237028744526)
(array(['sinc_self', 'music'], dtype=object), ' Correlation = ', 0.10749235481995166)
(array(['amb_want', 'clubbing'], dtype=object), ' Correlation = ', 0.10740473655996699)
(array(['intel_self', 'exercise'], dtype=object), ' Correlation = ', 0.10706652472367563)
(array(['clubbing', 'art'], dtype=object), ' Correlation = ', 0.10688594376869112)
(array(['sinc_partner', 'sinc_self'], dtype=object), ' Correlation = ', 0.10548894232847106)
(array(['int_corr', 'theater'], dtype=object), ' Correlation = ', 0.10506482208406319)
(array(['amb_want', 'art'], dtype=object), ' Correlation = ', 0.10437216771708374)
(array(['amb_want', 'tv'], dtype=object), ' Correlation = ', 0.10327612780740777)
(array(['amb_self', 'clubbing'], dtype=object), ' Correlation = ', 0.10258418864098276)
(array(['dining', 'iid'], dtype=object), ' Correlation = ', 0.10248969377108622)
(array(['age', 'gender'], dtype=object), ' Correlation = ', 0.10166879568966482)
(array(['amb_partner', 'reading'], dtype=object), ' Correlation = ', 0.10151917706727122)
(array(['sinc_self', 'date'], dtype=object), ' Correlation = ', 0.10130249879198815)
(array(['age_partner', 'pid'], dtype=object), ' Correlation = ', 0.099957698860037122)
(array(['fun_self', 'gaming'], dtype=object), ' Correlation = ', 0.099452079779956723)
(array(['concerts', 'clubbing'], dtype=object), ' Correlation = ', 0.099050874500534014)
(array(['sinc_want', 'movies'], dtype=object), ' Correlation = ', 0.098689085402898988)
(array(['sinc_partner', 'intel_self'], dtype=object), ' Correlation = ', 0.098475819257792807)
(array(['intel_want', 'theater'], dtype=object), ' Correlation = ', 0.098204498898265588)
(array(['theater', 'clubbing'], dtype=object), ' Correlation = ', 0.098156436130443878)
(array(['amb_want', 'yoga'], dtype=object), ' Correlation = ', 0.097916337427274791)
(array(['intel_self', 'intel_want'], dtype=object), ' Correlation = ', 0.097473703890379654)
(array(['attr_self', 'art'], dtype=object), ' Correlation = ', 0.097228980673882401)
(array(['amb_partner', 'music'], dtype=object), ' Correlation = ', 0.096675573235670803)
(array(['sinc_want', 'tv'], dtype=object), ' Correlation = ', 0.096464740090308865)
(array(['dec', 'gaming'], dtype=object), ' Correlation = ', 0.096166854876856819)
(array(['music', 'tv'], dtype=object), ' Correlation = ', 0.095518919228009341)
(array(['shar_partner', 'shopping'], dtype=object), ' Correlation = ', 0.095247236735366739)
(array(['amb_want', 'museums'], dtype=object), ' Correlation = ', 0.095222690154810663)
(array(['amb_partner', 'movies'], dtype=object), ' Correlation = ', 0.095153191268179449)
(array(['intel_partner', 'amb_self'], dtype=object), ' Correlation = ', 0.09505100267057269)
(array(['dining', 'exercise'], dtype=object), ' Correlation = ', 0.094727757410965063)
(array(['concerts', 'tv'], dtype=object), ' Correlation = ', 0.09465475843837054)
(array(['amb_want', 'movies'], dtype=object), ' Correlation = ', 0.094252947378209218)
(array(['intel_partner', 'amb_want'], dtype=object), ' Correlation = ', 0.094189656812915773)
(array(['tv', 'dining'], dtype=object), ' Correlation = ', 0.093580835816815144)
(array(['amb_self', 'tvsports'], dtype=object), ' Correlation = ', 0.093268011083144531)
(array(['sinc_want', 'theater'], dtype=object), ' Correlation = ', 0.09277373622507136)
(array(['reading', 'dining'], dtype=object), ' Correlation = ', 0.092264615234280395)
(array(['amb_self', 'theater'], dtype=object), ' Correlation = ', 0.09212968592308271)
(array(['sinc_partner', 'attr_self'], dtype=object), ' Correlation = ', 0.092001523995552698)
(array(['art', 'age'], dtype=object), ' Correlation = ', 0.09195744778484076)
(array(['shar_partner', 'gaming'], dtype=object), ' Correlation = ', 0.091800079703908258)
(array(['shar_want', 'date'], dtype=object), ' Correlation = ', 0.091698077123534574)
(array(['prob', 'samerace'], dtype=object), ' Correlation = ', 0.091077907235169092)
(array(['fun_self', 'theater'], dtype=object), ' Correlation = ', 0.090813295863579904)
(array(['sinc_self', 'dining'], dtype=object), ' Correlation = ', 0.090690583678578851)
(array(['attr_self', 'museums'], dtype=object), ' Correlation = ', 0.090507930308933005)
(array(['age_partner', 'iid'], dtype=object), ' Correlation = ', 0.090189422613834613)
(array(['attr_want', 'tvsports'], dtype=object), ' Correlation = ', 0.089285515591074352)
(array(['clubbing', 'museums'], dtype=object), ' Correlation = ', 0.08881624730452857)
(array(['int_corr', 'age_partner'], dtype=object), ' Correlation = ', 0.088115755890437464)
(array(['prob', 'shopping'], dtype=object), ' Correlation = ', 0.088059009157511969)
(array(['amb_self', 'art'], dtype=object), ' Correlation = ', 0.087988210337447512)
(array(['intel_partner', 'music'], dtype=object), ' Correlation = ', 0.087793008272251061)
(array(['sinc_self', 'tvsports'], dtype=object), ' Correlation = ', 0.086306463701405531)
(array(['prob', 'dining'], dtype=object), ' Correlation = ', 0.086172005789183534)
(array(['fun_partner', 'music'], dtype=object), ' Correlation = ', 0.086028951957094757)
(array(['intel_want', 'movies'], dtype=object), ' Correlation = ', 0.085938863071036556)
(array(['art', 'iid'], dtype=object), ' Correlation = ', 0.085899637047969102)
(array(['intel_partner', 'museums'], dtype=object), ' Correlation = ', 0.085717833247473826)
(array(['amb_partner', 'theater'], dtype=object), ' Correlation = ', 0.085663212134589717)
(array(['attr_self', 'amb_want'], dtype=object), ' Correlation = ', 0.085377760679235248)
(array(['tv', 'date'], dtype=object), ' Correlation = ', 0.085137152858508619)
(array(['amb_partner', 'intel_self'], dtype=object), ' Correlation = ', 0.085068400250400467)
(array(['int_corr', 'music'], dtype=object), ' Correlation = ', 0.085032324928207892)
(array(['fun_self', 'museums'], dtype=object), ' Correlation = ', 0.08408040373176319)
(array(['music', 'gaming'], dtype=object), ' Correlation = ', 0.083813638421685072)
(array(['sinc_self', 'yoga'], dtype=object), ' Correlation = ', 0.083385115516145636)
(array(['attr_partner', 'gaming'], dtype=object), ' Correlation = ', 0.083297625400648764)
(array(['sinc_self', 'art'], dtype=object), ' Correlation = ', 0.082925213470416273)
(array(['gaming', 'dining'], dtype=object), ' Correlation = ', 0.082803797220053099)
(array(['pid', 'concerts'], dtype=object), ' Correlation = ', 0.082762874154944113)
(array(['int_corr', 'age'], dtype=object), ' Correlation = ', 0.082612659943790634)
(array(['age_partner', 'amb_want'], dtype=object), ' Correlation = ', 0.082434611117356657)
(array(['fun_self', 'attr_want'], dtype=object), ' Correlation = ', 0.081908466865684426)
(array(['int_corr', 'intel_want'], dtype=object), ' Correlation = ', 0.081864392914319253)
(array(['amb_partner', 'concerts'], dtype=object), ' Correlation = ', 0.081668517318718131)
(array(['attr_want', 'gaming'], dtype=object), ' Correlation = ', 0.081407358526046705)
(array(['pid', 'music'], dtype=object), ' Correlation = ', 0.080750050209467336)
(array(['shopping', 'iid'], dtype=object), ' Correlation = ', 0.08015392471405243)
(array(['concerts', 'reading'], dtype=object), ' Correlation = ', 0.07990032678604661)
(array(['shar_partner', 'yoga'], dtype=object), ' Correlation = ', 0.079817466414511484)
(array(['intel_self', 'tvsports'], dtype=object), ' Correlation = ', 0.079632947718314973)
(array(['pid', 'sinc_self'], dtype=object), ' Correlation = ', 0.079579334713773431)
(array(['clubbing', 'tvsports'], dtype=object), ' Correlation = ', 0.079223069221790385)
(array(['shar_want', 'tv'], dtype=object), ' Correlation = ', 0.079205587129213148)
(array(['prob', 'intel_self'], dtype=object), ' Correlation = ', 0.079119860467324651)
(array(['sinc_want', 'hiking'], dtype=object), ' Correlation = ', 0.077502757379933243)
(array(['intel_partner', 'shopping'], dtype=object), ' Correlation = ', 0.07716677728227439)
(array(['pid', 'museums'], dtype=object), ' Correlation = ', 0.077151485297310252)
(array(['movies', 'clubbing'], dtype=object), ' Correlation = ', 0.077147860978781263)
(array(['hiking', 'dining'], dtype=object), ' Correlation = ', 0.077018973399273008)
(array(['shar_partner', 'concerts'], dtype=object), ' Correlation = ', 0.076967526455818419)
(array(['prob', 'yoga'], dtype=object), ' Correlation = ', 0.076885464645519111)
(array(['intel_self', 'gender'], dtype=object), ' Correlation = ', 0.076724836782966488)
(array(['intel_partner', 'art'], dtype=object), ' Correlation = ', 0.076541497937459457)
(array(['theater', 'hiking'], dtype=object), ' Correlation = ', 0.075718122238722138)
(array(['music', 'iid'], dtype=object), ' Correlation = ', 0.075696553396643981)
(array(['gender', 'iid'], dtype=object), ' Correlation = ', 0.075594794406765142)
(array(['attr_self', 'tvsports'], dtype=object), ' Correlation = ', 0.075094865503524247)
(array(['music', 'clubbing'], dtype=object), ' Correlation = ', 0.074981270515812354)
(array(['intel_self', 'gaming'], dtype=object), ' Correlation = ', 0.074747503290643114)
(array(['fun_partner', 'shopping'], dtype=object), ' Correlation = ', 0.074690400823605105)
(array(['amb_self', 'tv'], dtype=object), ' Correlation = ', 0.074633619221669112)
(array(['prob', 'clubbing'], dtype=object), ' Correlation = ', 0.074603035158906678)
(array(['sinc_partner', 'reading'], dtype=object), ' Correlation = ', 0.073328336317098827)
(array(['pid', 'attr_want'], dtype=object), ' Correlation = ', 0.072576083631318081)
(array(['shar_partner', 'music'], dtype=object), ' Correlation = ', 0.072515449098385837)
(array(['attr_self', 'hiking'], dtype=object), ' Correlation = ', 0.072391545588451622)
(array(['fun_partner', 'tv'], dtype=object), ' Correlation = ', 0.072070591653075389)
(array(['shar_want', 'concerts'], dtype=object), ' Correlation = ', 0.071843700852550693)
(array(['fun_partner', 'gaming'], dtype=object), ' Correlation = ', 0.071638286230352691)
(array(['sinc_self', 'iid'], dtype=object), ' Correlation = ', 0.071336699872595971)
(array(['amb_partner', 'museums'], dtype=object), ' Correlation = ', 0.071244399688272772)
(array(['pid', 'amb_self'], dtype=object), ' Correlation = ', 0.071158375787813491)
(array(['prob', 'music'], dtype=object), ' Correlation = ', 0.070980369756633008)
(array(['intel_partner', 'movies'], dtype=object), ' Correlation = ', 0.070849543313736191)
(array(['concerts', 'iid'], dtype=object), ' Correlation = ', 0.070712361833158807)
(array(['hiking', 'exercise'], dtype=object), ' Correlation = ', 0.070460730138314207)
(array(['fun_self', 'tv'], dtype=object), ' Correlation = ', 0.069915001248089761)
(array(['sinc_partner', 'music'], dtype=object), ' Correlation = ', 0.069739657805853283)
(array(['sinc_partner', 'amb_self'], dtype=object), ' Correlation = ', 0.069733868650061842)
(array(['amb_self', 'iid'], dtype=object), ' Correlation = ', 0.068432291039689702)
(array(['attr_partner', 'intel_self'], dtype=object), ' Correlation = ', 0.068203465264955618)
(array(['prob', 'concerts'], dtype=object), ' Correlation = ', 0.067963782101456996)
(array(['prob', 'sinc_self'], dtype=object), ' Correlation = ', 0.067671061680185038)
(array(['music', 'reading'], dtype=object), ' Correlation = ', 0.067649965958057612)
(array(['amb_self', 'movies'], dtype=object), ' Correlation = ', 0.067193893999498558)
(array(['int_corr', 'dining'], dtype=object), ' Correlation = ', 0.066857812777055436)
(array(['amb_self', 'attr_want'], dtype=object), ' Correlation = ', 0.066626545387340794)
(array(['intel_want', 'age'], dtype=object), ' Correlation = ', 0.066559389530764665)
(array(['shar_partner', 'attr_self'], dtype=object), ' Correlation = ', 0.066057121268017119)
(array(['sinc_want', 'concerts'], dtype=object), ' Correlation = ', 0.065808782436658289)
(array(['sinc_partner', 'amb_want'], dtype=object), ' Correlation = ', 0.065072702254040465)
(array(['clubbing', 'sports'], dtype=object), ' Correlation = ', 0.064810168358907183)
(array(['prob', 'amb_self'], dtype=object), ' Correlation = ', 0.064792339997153128)
(array(['sinc_partner', 'art'], dtype=object), ' Correlation = ', 0.064746876215008936)
(array(['music', 'tvsports'], dtype=object), ' Correlation = ', 0.064367768772927672)
(array(['amb_partner', 'art'], dtype=object), ' Correlation = ', 0.064252255785175641)
(array(['int_corr', 'concerts'], dtype=object), ' Correlation = ', 0.064023720980531496)
(array(['sinc_partner', 'tvsports'], dtype=object), ' Correlation = ', 0.063885441091664164)
(array(['shar_partner', 'dining'], dtype=object), ' Correlation = ', 0.063611936903579316)
(array(['sinc_partner', 'theater'], dtype=object), ' Correlation = ', 0.06285922341589463)
(array(['attr_partner', 'fun_self'], dtype=object), ' Correlation = ', 0.062796658531795502)
(array(['amb_want', 'hiking'], dtype=object), ' Correlation = ', 0.062361854543102661)
(array(['amb_self', 'reading'], dtype=object), ' Correlation = ', 0.062161440534145046)
(array(['fun_self', 'movies'], dtype=object), ' Correlation = ', 0.061798374124623398)
(array(['yoga', 'clubbing'], dtype=object), ' Correlation = ', 0.061656725793154545)
(array(['amb_want', 'date'], dtype=object), ' Correlation = ', 0.06158881176150946)
(array(['amb_want', 'exercise'], dtype=object), ' Correlation = ', 0.061067975029114575)
(array(['hiking', 'age'], dtype=object), ' Correlation = ', 0.060241042530103567)
(array(['fun_partner', 'concerts'], dtype=object), ' Correlation = ', 0.060080187073142978)
(array(['sinc_self', 'shar_want'], dtype=object), ' Correlation = ', 0.059951537570235344)
(array(['fun_partner', 'sinc_self'], dtype=object), ' Correlation = ', 0.059898894891462932)
(array(['amb_partner', 'dining'], dtype=object), ' Correlation = ', 0.059544605693165595)
(array(['shar_partner', 'museums'], dtype=object), ' Correlation = ', 0.059299828433267768)
(array(['sinc_partner', 'shopping'], dtype=object), ' Correlation = ', 0.058830489728866439)
(array(['prob', 'gaming'], dtype=object), ' Correlation = ', 0.058331074526875991)
(array(['fun_partner', 'tvsports'], dtype=object), ' Correlation = ', 0.058196772707244319)
(array(['age_partner', 'art'], dtype=object), ' Correlation = ', 0.05787103952676758)
(array(['shar_partner', 'samerace'], dtype=object), ' Correlation = ', 0.057847546972486438)
(array(['yoga', 'reading'], dtype=object), ' Correlation = ', 0.05771514271036067)
(array(['fun_partner', 'art'], dtype=object), ' Correlation = ', 0.057526402069834406)
(array(['shar_partner', 'art'], dtype=object), ' Correlation = ', 0.057102603135502354)
(array(['int_corr', 'pid'], dtype=object), ' Correlation = ', 0.056955614122345635)
(array(['int_corr', 'iid'], dtype=object), ' Correlation = ', 0.056751702617697221)
(array(['pid', 'theater'], dtype=object), ' Correlation = ', 0.056150748924770309)
(array(['shar_partner', 'amb_self'], dtype=object), ' Correlation = ', 0.055618498952468232)
(array(['amb_self', 'concerts'], dtype=object), ' Correlation = ', 0.055303559196899603)
(array(['sinc_partner', 'movies'], dtype=object), ' Correlation = ', 0.055096784011052342)
(array(['age_partner', 'museums'], dtype=object), ' Correlation = ', 0.054896030840095013)
(array(['fun_partner', 'gender'], dtype=object), ' Correlation = ', 0.054195312229991618)
(array(['attr_want', 'age'], dtype=object), ' Correlation = ', 0.053951745228615726)
(array(['intel_partner', 'exercise'], dtype=object), ' Correlation = ', 0.053843579349444004)
(array(['prob', 'attr_want'], dtype=object), ' Correlation = ', 0.053755756775495239)
(array(['attr_partner', 'samerace'], dtype=object), ' Correlation = ', 0.053248128041344774)
(array(['fun_partner', 'amb_self'], dtype=object), ' Correlation = ', 0.052990391278740973)
(array(['shar_partner', 'exercise'], dtype=object), ' Correlation = ', 0.052567021872189312)
(array(['amb_partner', 'yoga'], dtype=object), ' Correlation = ', 0.052526416049436253)
(array(['sinc_partner', 'museums'], dtype=object), ' Correlation = ', 0.052519750707573858)
(array(['fun_partner', 'museums'], dtype=object), ' Correlation = ', 0.052485656169675432)
(array(['intel_partner', 'tvsports'], dtype=object), ' Correlation = ', 0.052439198323782979)
(array(['sinc_self', 'sports'], dtype=object), ' Correlation = ', 0.052246199153358194)
(array(['music', 'hiking'], dtype=object), ' Correlation = ', 0.051967036413666068)
(array(['museums', 'iid'], dtype=object), ' Correlation = ', 0.051757448618933645)
(array(['movies', 'date'], dtype=object), ' Correlation = ', 0.050501979342340832)
(array(['fun_partner', 'attr_self'], dtype=object), ' Correlation = ', 0.049803010284044644)
(array(['concerts', 'tvsports'], dtype=object), ' Correlation = ', 0.049586855162285441)
(array(['amb_self', 'museums'], dtype=object), ' Correlation = ', 0.049456121296418958)
(array(['fun_partner', 'intel_self'], dtype=object), ' Correlation = ', 0.049397428477114189)
(array(['shar_partner', 'theater'], dtype=object), ' Correlation = ', 0.04868931965560961)
(array(['shar_partner', 'intel_self'], dtype=object), ' Correlation = ', 0.048614314618995125)
(array(['dec', 'shar_want'], dtype=object), ' Correlation = ', 0.048372934566850732)
(array(['dec', 'intel_self'], dtype=object), ' Correlation = ', 0.048278542549179258)
(array(['intel_partner', 'concerts'], dtype=object), ' Correlation = ', 0.048215828916339881)
(array(['fun_want', 'clubbing'], dtype=object), ' Correlation = ', 0.04803283915136141)
(array(['fun_partner', 'sports'], dtype=object), ' Correlation = ', 0.048014104816259777)
(array(['intel_self', 'shar_want'], dtype=object), ' Correlation = ', 0.047539505541922128)
(array(['shar_partner', 'tvsports'], dtype=object), ' Correlation = ', 0.047342588561900767)
(array(['fun_partner', 'attr_want'], dtype=object), ' Correlation = ', 0.047319880825941164)
(array(['shar_partner', 'tv'], dtype=object), ' Correlation = ', 0.04730691162193458)
(array(['intel_want', 'dining'], dtype=object), ' Correlation = ', 0.046959335789022026)
(array(['amb_self', 'hiking'], dtype=object), ' Correlation = ', 0.046643190738106799)
(array(['samerace', 'intel_self'], dtype=object), ' Correlation = ', 0.046060841041463338)
(array(['tv', 'exercise'], dtype=object), ' Correlation = ', 0.045866389181169628)
(array(['amb_partner', 'exercise'], dtype=object), ' Correlation = ', 0.045441002813653653)
(array(['samerace', 'exercise'], dtype=object), ' Correlation = ', 0.045065779310791101)
(array(['reading', 'hiking'], dtype=object), ' Correlation = ', 0.044577372272922362)
(array(['shopping', 'tvsports'], dtype=object), ' Correlation = ', 0.043887520801428256)
(array(['intel_partner', 'dining'], dtype=object), ' Correlation = ', 0.043851443110099815)
(array(['sinc_partner', 'sports'], dtype=object), ' Correlation = ', 0.043823705134031027)
(array(['amb_want', 'reading'], dtype=object), ' Correlation = ', 0.04330569310559762)
(array(['fun_want', 'hiking'], dtype=object), ' Correlation = ', 0.042754732100794793)
(array(['age_partner', 'shar_want'], dtype=object), ' Correlation = ', 0.042580501776736251)
(array(['shar_partner', 'sports'], dtype=object), ' Correlation = ', 0.042204989388092008)
(array(['shar_want', 'reading'], dtype=object), ' Correlation = ', 0.042197595844378502)
(array(['clubbing', 'exercise'], dtype=object), ' Correlation = ', 0.041434376411227603)
(array(['shar_partner', 'clubbing'], dtype=object), ' Correlation = ', 0.040858357694842085)
(array(['shar_partner', 'attr_want'], dtype=object), ' Correlation = ', 0.040743046227247753)
(array(['yoga', 'tv'], dtype=object), ' Correlation = ', 0.04053516337145132)
(array(['intel_partner', 'int_corr'], dtype=object), ' Correlation = ', 0.040171912836639859)
(array(['samerace', 'attr_self'], dtype=object), ' Correlation = ', 0.039893212529455734)
(array(['sinc_self', 'gaming'], dtype=object), ' Correlation = ', 0.039729808664963874)
(array(['fun_partner', 'reading'], dtype=object), ' Correlation = ', 0.039700689427030658)
(array(['attr_partner', 'hiking'], dtype=object), ' Correlation = ', 0.039209349300933109)
(array(['fun_partner', 'theater'], dtype=object), ' Correlation = ', 0.039024909322345154)
(array(['pid', 'fun_self'], dtype=object), ' Correlation = ', 0.038810372316892362)
(array(['shar_partner', 'int_corr'], dtype=object), ' Correlation = ', 0.038397135249606112)
(array(['attr_partner', 'tv'], dtype=object), ' Correlation = ', 0.038172099149412997)
(array(['amb_partner', 'clubbing'], dtype=object), ' Correlation = ', 0.038160808586422457)
(array(['pid', 'date'], dtype=object), ' Correlation = ', 0.038089066411839394)
(array(['attr_partner', 'sinc_self'], dtype=object), ' Correlation = ', 0.037991383999989518)
(array(['prob', 'art'], dtype=object), ' Correlation = ', 0.037546294787150214)
(array(['fun_partner', 'clubbing'], dtype=object), ' Correlation = ', 0.037228647669984107)
(array(['dec', 'yoga'], dtype=object), ' Correlation = ', 0.037107149575801801)
(array(['sinc_want', 'reading'], dtype=object), ' Correlation = ', 0.036921092622066463)
(array(['intel_partner', 'age_partner'], dtype=object), ' Correlation = ', 0.03670555500227024)
(array(['shar_partner', 'sinc_self'], dtype=object), ' Correlation = ', 0.036543839083736443)
(array(['intel_partner', 'sports'], dtype=object), ' Correlation = ', 0.035908771705547501)
(array(['prob', 'tvsports'], dtype=object), ' Correlation = ', 0.035872718924055184)
(array(['prob', 'hiking'], dtype=object), ' Correlation = ', 0.035780542594487999)
(array(['amb_partner', 'tvsports'], dtype=object), ' Correlation = ', 0.035165953423069073)
(array(['prob', 'museums'], dtype=object), ' Correlation = ', 0.035025406804077674)
(array(['age_partner', 'hiking'], dtype=object), ' Correlation = ', 0.03456478136887367)
(array(['prob', 'fun_want'], dtype=object), ' Correlation = ', 0.034166346413361755)
(array(['pid', 'yoga'], dtype=object), ' Correlation = ', 0.034017147859099026)
(array(['clubbing', 'hiking'], dtype=object), ' Correlation = ', 0.033747839422069333)
(array(['sinc_want', 'music'], dtype=object), ' Correlation = ', 0.033540382952444818)
(array(['attr_partner', 'reading'], dtype=object), ' Correlation = ', 0.033271699727991579)
(array(['fun_partner', 'dining'], dtype=object), ' Correlation = ', 0.032915719292580012)
(array(['intel_self', 'museums'], dtype=object), ' Correlation = ', 0.03291173795091374)
(array(['sinc_partner', 'gender'], dtype=object), ' Correlation = ', 0.032716099030065907)
(array(['fun_partner', 'amb_want'], dtype=object), ' Correlation = ', 0.032630603908151846)
(array(['int_corr', 'shar_want'], dtype=object), ' Correlation = ', 0.032611578354264349)
(array(['shar_want', 'art'], dtype=object), ' Correlation = ', 0.032601611181519462)
(array(['shar_want', 'yoga'], dtype=object), ' Correlation = ', 0.032517835513801253)
(array(['dec', 'sinc_want'], dtype=object), ' Correlation = ', 0.032512223999418555)
(array(['attr_self', 'age'], dtype=object), ' Correlation = ', 0.032171773538853941)
(array(['dec', 'clubbing'], dtype=object), ' Correlation = ', 0.032154596025528226)
(array(['samerace', 'intel_want'], dtype=object), ' Correlation = ', 0.031977102457156792)
(array(['fun_partner', 'movies'], dtype=object), ' Correlation = ', 0.031889381990539943)
(array(['sinc_self', 'exercise'], dtype=object), ' Correlation = ', 0.031784398024620034)
(array(['fun_want', 'sports'], dtype=object), ' Correlation = ', 0.031486252508087828)
(array(['shar_partner', 'amb_want'], dtype=object), ' Correlation = ', 0.031226361129735467)
(array(['gaming', 'exercise'], dtype=object), ' Correlation = ', 0.030579557599853431)
(array(['intel_partner', 'yoga'], dtype=object), ' Correlation = ', 0.03047512720834638)
(array(['sinc_want', 'age'], dtype=object), ' Correlation = ', 0.030453012690085633)
(array(['fun_want', 'iid'], dtype=object), ' Correlation = ', 0.030425744571039633)
(array(['age_partner', 'sinc_want'], dtype=object), ' Correlation = ', 0.030044990020727625)
(array(['age_partner', 'theater'], dtype=object), ' Correlation = ', 0.029253593198141564)
(array(['attr_self', 'reading'], dtype=object), ' Correlation = ', 0.029114192804959287)
(array(['amb_partner', 'gaming'], dtype=object), ' Correlation = ', 0.028978290524003102)
(array(['sinc_partner', 'gaming'], dtype=object), ' Correlation = ', 0.028430380718652386)
(array(['samerace', 'fun_want'], dtype=object), ' Correlation = ', 0.028077978554262254)
(array(['dec', 'samerace'], dtype=object), ' Correlation = ', 0.028036612850034733)
(array(['hiking', 'date'], dtype=object), ' Correlation = ', 0.027580971683768114)
(array(['prob', 'amb_want'], dtype=object), ' Correlation = ', 0.027503348963973141)
(array(['dec', 'reading'], dtype=object), ' Correlation = ', 0.027227562145598894)
(array(['shar_partner', 'hiking'], dtype=object), ' Correlation = ', 0.027039323053863557)
(array(['dining', 'age'], dtype=object), ' Correlation = ', 0.026945496814660026)
(array(['sinc_partner', 'dining'], dtype=object), ' Correlation = ', 0.026840126209334732)
(array(['shar_want', 'sinc_want'], dtype=object), ' Correlation = ', 0.026804939195736045)
(array(['intel_self', 'music'], dtype=object), ' Correlation = ', 0.026753865391111006)
(array(['sinc_want', 'museums'], dtype=object), ' Correlation = ', 0.026627961037350746)
(array(['date', 'age'], dtype=object), ' Correlation = ', 0.026326530080396281)
(array(['shar_want', 'music'], dtype=object), ' Correlation = ', 0.026218134728456452)
(array(['age_partner', 'exercise'], dtype=object), ' Correlation = ', 0.026118140924843398)
(array(['intel_partner', 'hiking'], dtype=object), ' Correlation = ', 0.025750045713532222)
(array(['pid', 'fun_want'], dtype=object), ' Correlation = ', 0.025703537731139918)
(array(['date', 'iid'], dtype=object), ' Correlation = ', 0.025631679166684088)
(array(['fun_self', 'iid'], dtype=object), ' Correlation = ', 0.025402201233787038)
(array(['shar_partner', 'gender'], dtype=object), ' Correlation = ', 0.025052524925146882)
(array(['theater', 'date'], dtype=object), ' Correlation = ', 0.024477839445111779)
(array(['theater', 'iid'], dtype=object), ' Correlation = ', 0.024421876148853876)
(array(['attr_partner', 'tvsports'], dtype=object), ' Correlation = ', 0.023652728385162219)
(array(['reading', 'date'], dtype=object), ' Correlation = ', 0.02361356727593095)
(array(['int_corr', 'yoga'], dtype=object), ' Correlation = ', 0.023328763628624679)
(array(['fun_want', 'tvsports'], dtype=object), ' Correlation = ', 0.023298218580625911)
(array(['age_partner', 'dining'], dtype=object), ' Correlation = ', 0.023292600443311363)
(array(['fun_want', 'gender'], dtype=object), ' Correlation = ', 0.023164443294864279)
(array(['movies', 'gaming'], dtype=object), ' Correlation = ', 0.022651880950274962)
(array(['pid', 'tv'], dtype=object), ' Correlation = ', 0.022303941097495547)
(array(['intel_partner', 'clubbing'], dtype=object), ' Correlation = ', 0.0222811116577715)
(array(['amb_partner', 'int_corr'], dtype=object), ' Correlation = ', 0.022130900575354766)
(array(['age_partner', 'yoga'], dtype=object), ' Correlation = ', 0.021749618288669455)
(array(['shar_partner', 'movies'], dtype=object), ' Correlation = ', 0.021735019495229192)
(array(['dec', 'concerts'], dtype=object), ' Correlation = ', 0.021536127208175534)
(array(['dec', 'hiking'], dtype=object), ' Correlation = ', 0.021533331596920013)
(array(['int_corr', 'amb_want'], dtype=object), ' Correlation = ', 0.02153138302034846)
(array(['shar_partner', 'reading'], dtype=object), ' Correlation = ', 0.021430183436274543)
(array(['sinc_partner', 'exercise'], dtype=object), ' Correlation = ', 0.021313209555441567)
(array(['attr_want', 'clubbing'], dtype=object), ' Correlation = ', 0.021273071943781498)
(array(['shar_want', 'museums'], dtype=object), ' Correlation = ', 0.021167400168792289)
(array(['fun_want', 'yoga'], dtype=object), ' Correlation = ', 0.021124636536981191)
(array(['fun_self', 'reading'], dtype=object), ' Correlation = ', 0.02109172715807861)
(array(['yoga', 'age'], dtype=object), ' Correlation = ', 0.02088375365275107)
(array(['tv', 'museums'], dtype=object), ' Correlation = ', 0.020442345811027517)
(array(['sinc_self', 'amb_want'], dtype=object), ' Correlation = ', 0.020072287703849077)
(array(['samerace', 'art'], dtype=object), ' Correlation = ', 0.019642300610620542)
(array(['amb_partner', 'age_partner'], dtype=object), ' Correlation = ', 0.019465937509997134)
(array(['amb_want', 'music'], dtype=object), ' Correlation = ', 0.019353908628945524)
(array(['pid', 'attr_self'], dtype=object), ' Correlation = ', 0.019349820804433315)
(array(['sinc_partner', 'concerts'], dtype=object), ' Correlation = ', 0.019283837353779254)
(array(['amb_partner', 'hiking'], dtype=object), ' Correlation = ', 0.019183965460768528)
(array(['amb_partner', 'sports'], dtype=object), ' Correlation = ', 0.019058838994322851)
(array(['gaming', 'iid'], dtype=object), ' Correlation = ', 0.018839521762036005)
(array(['int_corr', 'sinc_self'], dtype=object), ' Correlation = ', 0.01880121707184702)
(array(['dec', 'art'], dtype=object), ' Correlation = ', 0.018438789895047401)
(array(['attr_partner', 'int_corr'], dtype=object), ' Correlation = ', 0.017680955696411923)
(array(['intel_self', 'yoga'], dtype=object), ' Correlation = ', 0.01761441881647063)
(array(['intel_self', 'attr_want'], dtype=object), ' Correlation = ', 0.017179969989016532)
(array(['samerace', 'attr_want'], dtype=object), ' Correlation = ', 0.017136441535591917)
(array(['amb_partner', 'sinc_want'], dtype=object), ' Correlation = ', 0.016113915284663931)
(array(['int_corr', 'sinc_want'], dtype=object), ' Correlation = ', 0.015935937779852066)
(array(['concerts', 'date'], dtype=object), ' Correlation = ', 0.015089798960475218)
(array(['age_partner', 'shopping'], dtype=object), ' Correlation = ', 0.014970233612480569)
(array(['attr_partner', 'art'], dtype=object), ' Correlation = ', 0.01480330240456372)
(array(['intel_self', 'art'], dtype=object), ' Correlation = ', 0.014448944432811833)
(array(['attr_partner', 'attr_want'], dtype=object), ' Correlation = ', 0.014423037801021691)
(array(['samerace', 'sports'], dtype=object), ' Correlation = ', 0.014215760981297385)
(array(['attr_partner', 'age'], dtype=object), ' Correlation = ', 0.014044971990169675)
(array(['samerace', 'int_corr'], dtype=object), ' Correlation = ', 0.014044927751757837)
(array(['sports', 'iid'], dtype=object), ' Correlation = ', 0.013924890728113114)
(array(['shar_want', 'movies'], dtype=object), ' Correlation = ', 0.013842307688889072)
(array(['sinc_partner', 'attr_want'], dtype=object), ' Correlation = ', 0.013602798611728707)
(array(['attr_partner', 'museums'], dtype=object), ' Correlation = ', 0.013599012920892242)
(array(['sinc_partner', 'fun_want'], dtype=object), ' Correlation = ', 0.013137552238492171)
(array(['yoga', 'gaming'], dtype=object), ' Correlation = ', 0.01279396510988659)
(array(['attr_partner', 'date'], dtype=object), ' Correlation = ', 0.012276394101553333)
(array(['dec', 'fun_want'], dtype=object), ' Correlation = ', 0.012261238645046623)
(array(['age_partner', 'movies'], dtype=object), ' Correlation = ', 0.012055405068706037)
(array(['dec', 'int_corr'], dtype=object), ' Correlation = ', 0.011944423423795066)
(array(['fun_partner', 'yoga'], dtype=object), ' Correlation = ', 0.011877206694433073)
(array(['fun_partner', 'samerace'], dtype=object), ' Correlation = ', 0.011720927093993302)
(array(['yoga', 'iid'], dtype=object), ' Correlation = ', 0.011716578990207097)
(array(['fun_partner', 'int_corr'], dtype=object), ' Correlation = ', 0.011683191572657728)
(array(['attr_self', 'iid'], dtype=object), ' Correlation = ', 0.011520273828655524)
(array(['intel_self', 'hiking'], dtype=object), ' Correlation = ', 0.011507865547759396)
(array(['prob', 'iid'], dtype=object), ' Correlation = ', 0.011490644564924161)
(array(['attr_self', 'gaming'], dtype=object), ' Correlation = ', 0.011440514709345579)
(array(['prob', 'pid'], dtype=object), ' Correlation = ', 0.011375776140023518)
(array(['pid', 'exercise'], dtype=object), ' Correlation = ', 0.011082019081412519)
(array(['shar_want', 'theater'], dtype=object), ' Correlation = ', 0.01102018738735765)
(array(['amb_partner', 'samerace'], dtype=object), ' Correlation = ', 0.010969679462568308)
(array(['intel_partner', 'samerace'], dtype=object), ' Correlation = ', 0.010962006357036713)
(array(['movies', 'hiking'], dtype=object), ' Correlation = ', 0.010776566212975746)
(array(['fun_want', 'shopping'], dtype=object), ' Correlation = ', 0.01068837669857756)
(array(['sinc_want', 'yoga'], dtype=object), ' Correlation = ', 0.010466950362045192)
(array(['shar_partner', 'age'], dtype=object), ' Correlation = ', 0.009896124613627039)
(array(['pid', 'movies'], dtype=object), ' Correlation = ', 0.0096595308445404319)
(array(['attr_partner', 'fun_want'], dtype=object), ' Correlation = ', 0.0090065870519125506)
(array(['age_partner', 'sinc_self'], dtype=object), ' Correlation = ', 0.0089646444143031516)
(array(['prob', 'int_corr'], dtype=object), ' Correlation = ', 0.0088664163481468362)
(array(['tv', 'art'], dtype=object), ' Correlation = ', 0.0083694214758044793)
(array(['fun_want', 'tv'], dtype=object), ' Correlation = ', 0.0083135853416426552)
(array(['theater', 'age'], dtype=object), ' Correlation = ', 0.008235143911872916)
(array(['music', 'date'], dtype=object), ' Correlation = ', 0.0081063556447566881)
(array(['age_partner', 'reading'], dtype=object), ' Correlation = ', 0.0077663594892323643)
(array(['amb_want', 'concerts'], dtype=object), ' Correlation = ', 0.007479964333365772)
(array(['tvsports', 'date'], dtype=object), ' Correlation = ', 0.0072849927347630929)
(array(['fun_self', 'hiking'], dtype=object), ' Correlation = ', 0.0071567298414555239)
(array(['fun_partner', 'exercise'], dtype=object), ' Correlation = ', 0.0070888997907581361)
(array(['attr_self', 'fun_want'], dtype=object), ' Correlation = ', 0.0068068728183641007)
(array(['dec', 'iid'], dtype=object), ' Correlation = ', 0.0066521402944306742)
(array(['prob', 'theater'], dtype=object), ' Correlation = ', 0.006337329489814891)
(array(['intel_partner', 'sinc_want'], dtype=object), ' Correlation = ', 0.005721018141602318)
(array(['attr_partner', 'theater'], dtype=object), ' Correlation = ', 0.0054443009335084511)
(array(['age_partner', 'date'], dtype=object), ' Correlation = ', 0.005223400919507841)
(array(['prob', 'gender'], dtype=object), ' Correlation = ', 0.0052066718881827196)
(array(['dec', 'theater'], dtype=object), ' Correlation = ', 0.0051870321411921355)
(array(['sinc_partner', 'int_corr'], dtype=object), ' Correlation = ', 0.0049347498999107375)
(array(['fun_partner', 'hiking'], dtype=object), ' Correlation = ', 0.0044637886105553023)
(array(['int_corr', 'intel_self'], dtype=object), ' Correlation = ', 0.0041566207964836991)
(array(['sinc_want', 'tvsports'], dtype=object), ' Correlation = ', 0.004116135096884745)
(array(['attr_partner', 'yoga'], dtype=object), ' Correlation = ', 0.0038615356764902528)
(array(['shar_want', 'gaming'], dtype=object), ' Correlation = ', 0.0038291402329449849)
(array(['attr_partner', 'sports'], dtype=object), ' Correlation = ', 0.0033917953140358142)
(array(['shar_partner', 'age_partner'], dtype=object), ' Correlation = ', 0.003199661124739797)
(array(['age_partner', 'music'], dtype=object), ' Correlation = ', 0.0031102953043393201)
(array(['shar_partner', 'sinc_want'], dtype=object), ' Correlation = ', 0.0029544894920524967)
(array(['sinc_partner', 'age_partner'], dtype=object), ' Correlation = ', 0.0019915183683943309)
(array(['age_partner', 'fun_self'], dtype=object), ' Correlation = ', 0.001978626353374798)
(array(['attr_self', 'theater'], dtype=object), ' Correlation = ', 0.0016145383431013767)
(array(['dec', 'museums'], dtype=object), ' Correlation = ', 0.001439973689291364)
(array(['samerace', 'hiking'], dtype=object), ' Correlation = ', 0.0014360371947743898)
(array(['pid', 'shar_want'], dtype=object), ' Correlation = ', 0.0014097754037834379)
(array(['age_partner', 'intel_self'], dtype=object), ' Correlation = ', 0.0010005868696202052)
(array(['theater', 'exercise'], dtype=object), ' Correlation = ', 0.00080438224275221858)
(array(['samerace', 'museums'], dtype=object), ' Correlation = ', 0.0007568002914532686)
(array(['tv', 'iid'], dtype=object), ' Correlation = ', 0.00066599362592531291)
(array(['samerace', 'gender'], dtype=object), ' Correlation = ', 0.00051404401339866061)
(array(['intel_partner', 'attr_want'], dtype=object), ' Correlation = ', 0.00025145086054510426)
(array(['fun_partner', 'sinc_want'], dtype=object), ' Correlation = ', 0.00017352100457985775)
(array(['age_partner', 'attr_self'], dtype=object), ' Correlation = ', -0.00013219945908474534)
(array(['attr_partner', 'music'], dtype=object), ' Correlation = ', -0.00019502795848523935)
(array(['age_partner', 'sports'], dtype=object), ' Correlation = ', -0.00020501262911463928)
(array(['int_corr', 'gender'], dtype=object), ' Correlation = ', -0.00026886049619179728)
(array(['pid', 'hiking'], dtype=object), ' Correlation = ', -0.00027012704712850672)
(array(['dec', 'age'], dtype=object), ' Correlation = ', -0.0002803848006468186)
(array(['sinc_self', 'shopping'], dtype=object), ' Correlation = ', -0.00041405239698209735)
(array(['dec', 'tvsports'], dtype=object), ' Correlation = ', -0.00055208224277360251)
(array(['sinc_partner', 'samerace'], dtype=object), ' Correlation = ', -0.00057039035747665141)
(array(['dec', 'music'], dtype=object), ' Correlation = ', -0.000874874318010405)
(array(['exercise', 'iid'], dtype=object), ' Correlation = ', -0.00090826615765628518)
(array(['fun_partner', 'iid'], dtype=object), ' Correlation = ', -0.0009924692980168015)
(array(['pid', 'sinc_want'], dtype=object), ' Correlation = ', -0.0014838751689900439)
(array(['dec', 'fun_self'], dtype=object), ' Correlation = ', -0.001594325938264681)
(array(['dec', 'intel_want'], dtype=object), ' Correlation = ', -0.0017329441539299805)
(array(['intel_partner', 'fun_want'], dtype=object), ' Correlation = ', -0.0019017280215074357)
(array(['dec', 'amb_self'], dtype=object), ' Correlation = ', -0.002103495584890802)
(array(['attr_partner', 'sinc_want'], dtype=object), ' Correlation = ', -0.0021486379337302781)
(array(['music', 'exercise'], dtype=object), ' Correlation = ', -0.0022345689676419307)
(array(['attr_want', 'music'], dtype=object), ' Correlation = ', -0.0023780660071964633)
(array(['attr_partner', 'movies'], dtype=object), ' Correlation = ', -0.0023810236148345009)
(array(['samerace', 'reading'], dtype=object), ' Correlation = ', -0.0026454502617333057)
(array(['shar_want', 'hiking'], dtype=object), ' Correlation = ', -0.0029457905889306102)
(array(['shar_want', 'age'], dtype=object), ' Correlation = ', -0.0030013535702748131)
(array(['prob', 'reading'], dtype=object), ' Correlation = ', -0.0030298511998944036)
(array(['pid', 'gaming'], dtype=object), ' Correlation = ', -0.0033580650510319338)
(array(['shar_partner', 'shar_want'], dtype=object), ' Correlation = ', -0.0036279554118767298)
(array(['fun_want', 'music'], dtype=object), ' Correlation = ', -0.0037635917195017986)
(array(['fun_partner', 'pid'], dtype=object), ' Correlation = ', -0.003776136141412078)
(array(['prob', 'age_partner'], dtype=object), ' Correlation = ', -0.0039376349444460211)
(array(['attr_partner', 'concerts'], dtype=object), ' Correlation = ', -0.0041020797221462402)
(array(['dec', 'pid'], dtype=object), ' Correlation = ', -0.0043028656570315094)
(array(['age_partner', 'amb_self'], dtype=object), ' Correlation = ', -0.0044554634481444727)
(array(['samerace', 'age'], dtype=object), ' Correlation = ', -0.0045015118807730584)
(array(['music', 'sports'], dtype=object), ' Correlation = ', -0.0046309667509653275)
(array(['shar_want', 'tvsports'], dtype=object), ' Correlation = ', -0.0046638364304485017)
(array(['samerace', 'age_partner'], dtype=object), ' Correlation = ', -0.0046736291111385483)
(array(['intel_partner', 'gaming'], dtype=object), ' Correlation = ', -0.0051981240701011421)
(array(['amb_want', 'gaming'], dtype=object), ' Correlation = ', -0.0052662027729515207)
(array(['intel_self', 'movies'], dtype=object), ' Correlation = ', -0.0054835001144707797)
(array(['attr_self', 'tv'], dtype=object), ' Correlation = ', -0.0056576161555808285)
(array(['attr_self', 'concerts'], dtype=object), ' Correlation = ', -0.0058439024432503798)
(array(['sinc_partner', 'sinc_want'], dtype=object), ' Correlation = ', -0.0062215590823040609)
(array(['prob', 'age'], dtype=object), ' Correlation = ', -0.0064171475161231709)
(array(['tvsports', 'iid'], dtype=object), ' Correlation = ', -0.0065683941816216214)
(array(['hiking', 'iid'], dtype=object), ' Correlation = ', -0.0066842032123984475)
(array(['tv', 'reading'], dtype=object), ' Correlation = ', -0.006824301855349285)
(array(['hiking', 'tvsports'], dtype=object), ' Correlation = ', -0.0075144269989923206)
(array(['int_corr', 'attr_self'], dtype=object), ' Correlation = ', -0.0075918702299651118)
(array(['attr_want', 'shopping'], dtype=object), ' Correlation = ', -0.0078787829952682957)
(array(['pid', 'reading'], dtype=object), ' Correlation = ', -0.0080845461866830143)
(array(['sinc_partner', 'date'], dtype=object), ' Correlation = ', -0.0082478666355866453)
(array(['reading', 'exercise'], dtype=object), ' Correlation = ', -0.0091861194076342332)
(array(['shar_want', 'iid'], dtype=object), ' Correlation = ', -0.0097755912873714636)
(array(['attr_partner', 'attr_self'], dtype=object), ' Correlation = ', -0.0099585190717783722)
(array(['samerace', 'amb_want'], dtype=object), ' Correlation = ', -0.010111802157130256)
(array(['movies', 'iid'], dtype=object), ' Correlation = ', -0.01012187749283395)
(array(['pid', 'sports'], dtype=object), ' Correlation = ', -0.010368454163231417)
(array(['attr_partner', 'shar_want'], dtype=object), ' Correlation = ', -0.010452340048929957)
(array(['intel_partner', 'date'], dtype=object), ' Correlation = ', -0.010549022844507688)
(array(['age_partner', 'intel_want'], dtype=object), ' Correlation = ', -0.010624056068359054)
(array(['dec', 'tv'], dtype=object), ' Correlation = ', -0.010845099723810847)
(array(['attr_partner', 'intel_want'], dtype=object), ' Correlation = ', -0.010880547525985912)
(array(['tv', 'clubbing'], dtype=object), ' Correlation = ', -0.010909597444197639)
(array(['fun_want', 'date'], dtype=object), ' Correlation = ', -0.011174851336814577)
(array(['amb_partner', 'attr_want'], dtype=object), ' Correlation = ', -0.0116171364368657)
(array(['sinc_partner', 'age'], dtype=object), ' Correlation = ', -0.011909383064107541)
(array(['attr_partner', 'shopping'], dtype=object), ' Correlation = ', -0.01193909509097805)
(array(['attr_partner', 'amb_want'], dtype=object), ' Correlation = ', -0.012210882602921665)
(array(['age_partner', 'concerts'], dtype=object), ' Correlation = ', -0.012219541995864898)
(array(['age_partner', 'tv'], dtype=object), ' Correlation = ', -0.012649993547890197)
(array(['attr_partner', 'amb_self'], dtype=object), ' Correlation = ', -0.012771632828390899)
(array(['amb_partner', 'date'], dtype=object), ' Correlation = ', -0.013248051482803173)
(array(['fun_partner', 'fun_want'], dtype=object), ' Correlation = ', -0.013361322963556223)
(array(['fun_partner', 'date'], dtype=object), ' Correlation = ', -0.014005370460106446)
(array(['museums', 'exercise'], dtype=object), ' Correlation = ', -0.014218284992213745)
(array(['samerace', 'amb_self'], dtype=object), ' Correlation = ', -0.014602982514212744)
(array(['int_corr', 'hiking'], dtype=object), ' Correlation = ', -0.014638945804581692)
(array(['samerace', 'theater'], dtype=object), ' Correlation = ', -0.014760040104445286)
(array(['intel_self', 'amb_want'], dtype=object), ' Correlation = ', -0.015268816974489573)
(array(['sinc_want', 'iid'], dtype=object), ' Correlation = ', -0.015442139773930774)
(array(['intel_want', 'date'], dtype=object), ' Correlation = ', -0.015996395039448427)
(array(['fun_want', 'exercise'], dtype=object), ' Correlation = ', -0.016099456747996659)
(array(['intel_partner', 'age'], dtype=object), ' Correlation = ', -0.01624988658975755)
(array(['int_corr', 'date'], dtype=object), ' Correlation = ', -0.016664462081916059)
(array(['fun_partner', 'age'], dtype=object), ' Correlation = ', -0.016771881588566535)
(array(['sinc_want', 'art'], dtype=object), ' Correlation = ', -0.016887702340435715)
(array(['intel_self', 'tv'], dtype=object), ' Correlation = ', -0.017080828897582053)
(array(['sinc_want', 'gaming'], dtype=object), ' Correlation = ', -0.01722277031939486)
(array(['intel_want', 'concerts'], dtype=object), ' Correlation = ', -0.017256781956324973)
(array(['sinc_partner', 'yoga'], dtype=object), ' Correlation = ', -0.018443174604208232)
(array(['int_corr', 'exercise'], dtype=object), ' Correlation = ', -0.018870628528852792)
(array(['sinc_partner', 'hiking'], dtype=object), ' Correlation = ', -0.019050967772356223)
(array(['attr_partner', 'clubbing'], dtype=object), ' Correlation = ', -0.019626653609622461)
(array(['reading', 'iid'], dtype=object), ' Correlation = ', -0.019751175724352404)
(array(['int_corr', 'amb_self'], dtype=object), ' Correlation = ', -0.019954641539878269)
(array(['attr_partner', 'iid'], dtype=object), ' Correlation = ', -0.02000753976811007)
(array(['sinc_self', 'age'], dtype=object), ' Correlation = ', -0.020076930005676702)
(array(['art', 'exercise'], dtype=object), ' Correlation = ', -0.020490170060531394)
(array(['amb_want', 'sinc_want'], dtype=object), ' Correlation = ', -0.020614519268004373)
(array(['samerace', 'shar_want'], dtype=object), ' Correlation = ', -0.021076929482449335)
(array(['intel_self', 'clubbing'], dtype=object), ' Correlation = ', -0.021282889999210009)
(array(['art', 'date'], dtype=object), ' Correlation = ', -0.022124769895696266)
(array(['dec', 'amb_want'], dtype=object), ' Correlation = ', -0.022152402683206385)
(array(['int_corr', 'fun_self'], dtype=object), ' Correlation = ', -0.022439681792536921)
(array(['samerace', 'tv'], dtype=object), ' Correlation = ', -0.02289037207758261)
(array(['fun_want', 'movies'], dtype=object), ' Correlation = ', -0.023165057921896437)
(array(['samerace', 'fun_self'], dtype=object), ' Correlation = ', -0.023321537934280396)
(array(['samerace', 'movies'], dtype=object), ' Correlation = ', -0.02367654592962894)
(array(['pid', 'tvsports'], dtype=object), ' Correlation = ', -0.02385574146973015)
(array(['dec', 'date'], dtype=object), ' Correlation = ', -0.024062525709358046)
(array(['dec', 'sinc_self'], dtype=object), ' Correlation = ', -0.02462333819125696)
(array(['sinc_partner', 'clubbing'], dtype=object), ' Correlation = ', -0.025040857539491312)
(array(['dec', 'dining'], dtype=object), ' Correlation = ', -0.025073185086606681)
(array(['attr_want', 'dining'], dtype=object), ' Correlation = ', -0.025402202680260645)
(array(['intel_self', 'shopping'], dtype=object), ' Correlation = ', -0.026689698489505722)
(array(['museums', 'date'], dtype=object), ' Correlation = ', -0.026865364096013689)
(array(['samerace', 'sinc_self'], dtype=object), ' Correlation = ', -0.027070459485721642)
(array(['age_partner', 'tvsports'], dtype=object), ' Correlation = ', -0.027141257354404934)
(array(['amb_partner', 'pid'], dtype=object), ' Correlation = ', -0.027600016269658554)
(array(['intel_self', 'iid'], dtype=object), ' Correlation = ', -0.027819833480586035)
(array(['int_corr', 'fun_want'], dtype=object), ' Correlation = ', -0.027991957349415005)
(array(['dec', 'movies'], dtype=object), ' Correlation = ', -0.027997681663508297)
(array(['sinc_partner', 'iid'], dtype=object), ' Correlation = ', -0.028200992850232275)
(array(['age_partner', 'clubbing'], dtype=object), ' Correlation = ', -0.028227341134046499)
(array(['attr_partner', 'pid'], dtype=object), ' Correlation = ', -0.02851778629317326)
(array(['intel_self', 'age'], dtype=object), ' Correlation = ', -0.028886896464289942)
(array(['intel_want', 'yoga'], dtype=object), ' Correlation = ', -0.028915133453452882)
(array(['amb_self', 'gender'], dtype=object), ' Correlation = ', -0.029344348983297953)
(array(['attr_partner', 'dining'], dtype=object), ' Correlation = ', -0.02997428014670811)
(array(['amb_want', 'tvsports'], dtype=object), ' Correlation = ', -0.030025074317498682)
(array(['pid', 'gender'], dtype=object), ' Correlation = ', -0.030281432633434052)
(array(['attr_want', 'concerts'], dtype=object), ' Correlation = ', -0.030315291418995523)
(array(['shopping', 'reading'], dtype=object), ' Correlation = ', -0.030534312740179415)
(array(['age_partner', 'fun_want'], dtype=object), ' Correlation = ', -0.030756563771817638)
(array(['sinc_partner', 'pid'], dtype=object), ' Correlation = ', -0.031138878600415785)
(array(['prob', 'shar_want'], dtype=object), ' Correlation = ', -0.031934255787146051)
(array(['samerace', 'concerts'], dtype=object), ' Correlation = ', -0.032028955118820299)
(array(['movies', 'exercise'], dtype=object), ' Correlation = ', -0.032200589183854905)
(array(['sinc_want', 'shopping'], dtype=object), ' Correlation = ', -0.032236640394477753)
(array(['attr_self', 'movies'], dtype=object), ' Correlation = ', -0.03239091122753672)
(array(['samerace', 'iid'], dtype=object), ' Correlation = ', -0.032781273625512759)
(array(['samerace', 'pid'], dtype=object), ' Correlation = ', -0.033049220765809517)
(array(['movies', 'tvsports'], dtype=object), ' Correlation = ', -0.033278998045176714)
(array(['exercise', 'age'], dtype=object), ' Correlation = ', -0.033518537084794839)
(array(['pid', 'intel_self'], dtype=object), ' Correlation = ', -0.033945765081924005)
(array(['movies', 'age'], dtype=object), ' Correlation = ', -0.033948159759074337)
(array(['yoga', 'sports'], dtype=object), ' Correlation = ', -0.03394981613782018)
(array(['sinc_self', 'clubbing'], dtype=object), ' Correlation = ', -0.034027304161677555)
(array(['pid', 'clubbing'], dtype=object), ' Correlation = ', -0.034085763164756082)
(array(['fun_want', 'gaming'], dtype=object), ' Correlation = ', -0.034143042229817247)
(array(['intel_partner', 'pid'], dtype=object), ' Correlation = ', -0.034310192087556993)
(array(['reading', 'gaming'], dtype=object), ' Correlation = ', -0.035123731094705596)
(array(['samerace', 'tvsports'], dtype=object), ' Correlation = ', -0.035597388967099006)
(array(['dec', 'sports'], dtype=object), ' Correlation = ', -0.035774806253524256)
(array(['sinc_want', 'clubbing'], dtype=object), ' Correlation = ', -0.036161042587190793)
(array(['dec', 'attr_want'], dtype=object), ' Correlation = ', -0.036301652644555697)
(array(['shar_want', 'dining'], dtype=object), ' Correlation = ', -0.036999465732494012)
(array(['dec', 'shopping'], dtype=object), ' Correlation = ', -0.037207308843594834)
(array(['samerace', 'date'], dtype=object), ' Correlation = ', -0.037402217039966414)
(array(['amb_want', 'fun_want'], dtype=object), ' Correlation = ', -0.037881695429908692)
(array(['fun_partner', 'age_partner'], dtype=object), ' Correlation = ', -0.038596335618967581)
(array(['dining', 'tvsports'], dtype=object), ' Correlation = ', -0.038710525875194607)
(array(['fun_want', 'dining'], dtype=object), ' Correlation = ', -0.038780257202840139)
(array(['fun_partner', 'shar_want'], dtype=object), ' Correlation = ', -0.038812969398687058)
(array(['intel_self', 'fun_want'], dtype=object), ' Correlation = ', -0.038920098649022947)
(array(['amb_self', 'fun_want'], dtype=object), ' Correlation = ', -0.039225568325072208)
(array(['amb_partner', 'age'], dtype=object), ' Correlation = ', -0.03924136868976142)
(array(['prob', 'movies'], dtype=object), ' Correlation = ', -0.039632043617158427)
(array(['music', 'age'], dtype=object), ' Correlation = ', -0.040090388699726531)
(array(['amb_partner', 'iid'], dtype=object), ' Correlation = ', -0.040296522410397558)
(array(['sinc_partner', 'shar_want'], dtype=object), ' Correlation = ', -0.040406867941005273)
(array(['samerace', 'music'], dtype=object), ' Correlation = ', -0.041036393915339531)
(array(['amb_partner', 'shar_want'], dtype=object), ' Correlation = ', -0.04126903854967616)
(array(['clubbing', 'iid'], dtype=object), ' Correlation = ', -0.041289133705800223)
(array(['prob', 'sinc_want'], dtype=object), ' Correlation = ', -0.041451539301479698)
(array(['prob', 'tv'], dtype=object), ' Correlation = ', -0.041494985176902373)
(array(['intel_partner', 'iid'], dtype=object), ' Correlation = ', -0.041889705744567719)
(array(['intel_want', 'exercise'], dtype=object), ' Correlation = ', -0.042318570097683687)
(array(['intel_partner', 'intel_want'], dtype=object), ' Correlation = ', -0.042669619047540741)
(array(['amb_partner', 'fun_want'], dtype=object), ' Correlation = ', -0.042746583164443318)
(array(['fun_want', 'art'], dtype=object), ' Correlation = ', -0.042913133013328046)
(array(['intel_self', 'concerts'], dtype=object), ' Correlation = ', -0.043403064111138916)
(array(['dec', 'attr_self'], dtype=object), ' Correlation = ', -0.043590872091303114)
(array(['amb_partner', 'intel_want'], dtype=object), ' Correlation = ', -0.044087025638822108)
(array(['concerts', 'sports'], dtype=object), ' Correlation = ', -0.044290164665887442)
(array(['sinc_self', 'intel_want'], dtype=object), ' Correlation = ', -0.045661197030343048)
(array(['gaming', 'date'], dtype=object), ' Correlation = ', -0.046235557476251007)
(array(['attr_partner', 'exercise'], dtype=object), ' Correlation = ', -0.04695102993615128)
(array(['shar_partner', 'iid'], dtype=object), ' Correlation = ', -0.047398997570417753)
(array(['dec', 'age_partner'], dtype=object), ' Correlation = ', -0.047847911049910388)
(array(['attr_partner', 'age_partner'], dtype=object), ' Correlation = ', -0.048061390495509247)
(array(['sinc_partner', 'intel_want'], dtype=object), ' Correlation = ', -0.048095670138353967)
(array(['samerace', 'sinc_want'], dtype=object), ' Correlation = ', -0.048469583484175176)
(array(['shar_partner', 'pid'], dtype=object), ' Correlation = ', -0.048533320772548474)
(array(['samerace', 'gaming'], dtype=object), ' Correlation = ', -0.048889048819348843)
(array(['samerace', 'yoga'], dtype=object), ' Correlation = ', -0.049679207996879936)
(array(['yoga', 'date'], dtype=object), ' Correlation = ', -0.050200452942800372)
(array(['theater', 'gaming'], dtype=object), ' Correlation = ', -0.050228322879569146)
(array(['shar_partner', 'date'], dtype=object), ' Correlation = ', -0.050374230358884588)
(array(['shar_partner', 'fun_want'], dtype=object), ' Correlation = ', -0.050647613620725999)
(array(['intel_partner', 'shar_want'], dtype=object), ' Correlation = ', -0.051858510094207021)
(array(['attr_want', 'hiking'], dtype=object), ' Correlation = ', -0.052234095724653741)
(array(['shar_partner', 'intel_want'], dtype=object), ' Correlation = ', -0.053595458690875217)
(array(['shar_want', 'sports'], dtype=object), ' Correlation = ', -0.054380009625567875)
(array(['sinc_want', 'sports'], dtype=object), ' Correlation = ', -0.054508087006778214)
(array(['amb_want', 'intel_want'], dtype=object), ' Correlation = ', -0.058394331249501358)
(array(['gaming', 'art'], dtype=object), ' Correlation = ', -0.058564973653525587)
(array(['age_partner', 'gaming'], dtype=object), ' Correlation = ', -0.061103861693718363)
(array(['concerts', 'exercise'], dtype=object), ' Correlation = ', -0.061367586601453174)
(array(['fun_partner', 'intel_want'], dtype=object), ' Correlation = ', -0.061707111278218568)
(array(['sports', 'age'], dtype=object), ' Correlation = ', -0.062180593279206074)
(array(['samerace', 'dining'], dtype=object), ' Correlation = ', -0.062302674787391869)
(array(['int_corr', 'clubbing'], dtype=object), ' Correlation = ', -0.062470608753393386)
(array(['int_corr', 'shopping'], dtype=object), ' Correlation = ', -0.064179137420723897)
(array(['intel_partner', 'gender'], dtype=object), ' Correlation = ', -0.065090420337798355)
(array(['amb_self', 'shar_want'], dtype=object), ' Correlation = ', -0.065388267700552907)
(array(['age_partner', 'attr_want'], dtype=object), ' Correlation = ', -0.065901579145001471)
(array(['samerace', 'clubbing'], dtype=object), ' Correlation = ', -0.066303041117133921)
(array(['shar_want', 'clubbing'], dtype=object), ' Correlation = ', -0.066920296437695856)
(array(['prob', 'intel_want'], dtype=object), ' Correlation = ', -0.066984162362480601)
(array(['samerace', 'shopping'], dtype=object), ' Correlation = ', -0.067323428727101481)
(array(['intel_want', 'hiking'], dtype=object), ' Correlation = ', -0.067343035761775971)
(array(['fun_want', 'reading'], dtype=object), ' Correlation = ', -0.067576711012472243)
(array(['int_corr', 'attr_want'], dtype=object), ' Correlation = ', -0.068287567453161793)
(array(['attr_want', 'yoga'], dtype=object), ' Correlation = ', -0.069285138123993673)
(array(['fun_want', 'theater'], dtype=object), ' Correlation = ', -0.069342811686210398)
(array(['fun_want', 'museums'], dtype=object), ' Correlation = ', -0.069410552727030936)
(array(['yoga', 'tvsports'], dtype=object), ' Correlation = ', -0.070910900807559338)
(array(['clubbing', 'gender'], dtype=object), ' Correlation = ', -0.071204612574755036)
(array(['intel_want', 'shopping'], dtype=object), ' Correlation = ', -0.071316303229573122)
(array(['attr_self', 'intel_want'], dtype=object), ' Correlation = ', -0.071483520541173851)
(array(['gaming', 'museums'], dtype=object), ' Correlation = ', -0.07312039512130307)
(array(['music', 'gender'], dtype=object), ' Correlation = ', -0.073357038309312159)
(array(['age_partner', 'gender'], dtype=object), ' Correlation = ', -0.073363574419284913)
(array(['int_corr', 'sports'], dtype=object), ' Correlation = ', -0.073537993374260494)
(array(['concerts', 'age'], dtype=object), ' Correlation = ', -0.074091974900846166)
(array(['hiking', 'gender'], dtype=object), ' Correlation = ', -0.07516839798014037)
(array(['pid', 'intel_want'], dtype=object), ' Correlation = ', -0.075862457173702671)
(array(['amb_self', 'age'], dtype=object), ' Correlation = ', -0.07605172580233896)
(array(['shar_want', 'exercise'], dtype=object), ' Correlation = ', -0.076643578324417747)
(array(['dec', 'exercise'], dtype=object), ' Correlation = ', -0.077509485464762232)
(array(['sinc_self', 'fun_want'], dtype=object), ' Correlation = ', -0.078041634283028391)
(array(['museums', 'tvsports'], dtype=object), ' Correlation = ', -0.078332164036762672)
(array(['dining', 'sports'], dtype=object), ' Correlation = ', -0.079491836886575226)
(array(['fun_want', 'concerts'], dtype=object), ' Correlation = ', -0.080072446914577627)
(array(['reading', 'clubbing'], dtype=object), ' Correlation = ', -0.080487699973858864)
(array(['attr_self', 'gender'], dtype=object), ' Correlation = ', -0.080572125477735235)
(array(['sinc_want', 'dining'], dtype=object), ' Correlation = ', -0.081070583880456709)
(array(['clubbing', 'date'], dtype=object), ' Correlation = ', -0.083578228646059488)
(array(['intel_want', 'iid'], dtype=object), ' Correlation = ', -0.084533548435814912)
(array(['intel_want', 'clubbing'], dtype=object), ' Correlation = ', -0.084872442700217168)
(array(['intel_want', 'tv'], dtype=object), ' Correlation = ', -0.086994439758368222)
(array(['intel_want', 'gender'], dtype=object), ' Correlation = ', -0.086995508783516029)
(array(['intel_want', 'gaming'], dtype=object), ' Correlation = ', -0.087790225264243044)
(array(['shopping', 'date'], dtype=object), ' Correlation = ', -0.087941413411363301)
(array(['shar_want', 'shopping'], dtype=object), ' Correlation = ', -0.088446410274643991)
(array(['art', 'tvsports'], dtype=object), ' Correlation = ', -0.08986137808766384)
(array(['intel_self', 'theater'], dtype=object), ' Correlation = ', -0.091943048894034443)
(array(['fun_self', 'age'], dtype=object), ' Correlation = ', -0.092596872984607642)
(array(['amb_want', 'sports'], dtype=object), ' Correlation = ', -0.092792068310868656)
(array(['amb_self', 'intel_want'], dtype=object), ' Correlation = ', -0.093339275418831316)
(array(['sinc_self', 'gender'], dtype=object), ' Correlation = ', -0.093584482824797574)
(array(['fun_want', 'age'], dtype=object), ' Correlation = ', -0.093662510928380877)
(array(['intel_want', 'music'], dtype=object), ' Correlation = ', -0.094172814122115228)
(array(['shopping', 'hiking'], dtype=object), ' Correlation = ', -0.094194672341180022)
(array(['tv', 'sports'], dtype=object), ' Correlation = ', -0.095122107348825133)
(array(['theater', 'tvsports'], dtype=object), ' Correlation = ', -0.095238908990527532)
(array(['exercise', 'gender'], dtype=object), ' Correlation = ', -0.095594649586629152)
(array(['fun_self', 'shar_want'], dtype=object), ' Correlation = ', -0.10114128651793897)
(array(['clubbing', 'age'], dtype=object), ' Correlation = ', -0.10192782688264002)
(array(['exercise', 'date'], dtype=object), ' Correlation = ', -0.10215124151884653)
(array(['intel_want', 'sinc_want'], dtype=object), ' Correlation = ', -0.10274922066606659)
(array(['attr_want', 'art'], dtype=object), ' Correlation = ', -0.10675069306297999)
(array(['tv', 'hiking'], dtype=object), ' Correlation = ', -0.1071715820216422)
(array(['amb_partner', 'gender'], dtype=object), ' Correlation = ', -0.10733016540694768)
(array(['shopping', 'sports'], dtype=object), ' Correlation = ', -0.10810140402926598)
(array(['shar_want', 'gender'], dtype=object), ' Correlation = ', -0.10948105963212586)
(array(['pid', 'amb_want'], dtype=object), ' Correlation = ', -0.10985569717879555)
(array(['date', 'gender'], dtype=object), ' Correlation = ', -0.11072728471016507)
(array(['attr_want', 'tv'], dtype=object), ' Correlation = ', -0.11460108004247957)
(array(['intel_self', 'sinc_want'], dtype=object), ' Correlation = ', -0.11664383083758945)
(array(['amb_want', 'age'], dtype=object), ' Correlation = ', -0.11672169860125692)
(array(['dining', 'date'], dtype=object), ' Correlation = ', -0.11723068440596981)
(array(['sports', 'date'], dtype=object), ' Correlation = ', -0.11740512492079856)
(array(['sinc_want', 'gender'], dtype=object), ' Correlation = ', -0.11807914981254711)
(array(['sinc_want', 'exercise'], dtype=object), ' Correlation = ', -0.11826185710016002)
(array(['reading', 'gender'], dtype=object), ' Correlation = ', -0.12164642438359585)
(array(['prob', 'date'], dtype=object), ' Correlation = ', -0.12221131702407408)
(array(['shar_want', 'intel_want'], dtype=object), ' Correlation = ', -0.12566625050269251)
(array(['concerts', 'gender'], dtype=object), ' Correlation = ', -0.12626932865915258)
(array(['tvsports', 'age'], dtype=object), ' Correlation = ', -0.13682064928589432)
(array(['fun_self', 'gender'], dtype=object), ' Correlation = ', -0.13742080887280875)
(array(['art', 'sports'], dtype=object), ' Correlation = ', -0.1415811777193802)
(array(['attr_want', 'museums'], dtype=object), ' Correlation = ', -0.14181070409142582)
(array(['fun_self', 'date'], dtype=object), ' Correlation = ', -0.14259786108770622)
(array(['museums', 'sports'], dtype=object), ' Correlation = ', -0.14487946857581818)
(array(['attr_want', 'reading'], dtype=object), ' Correlation = ', -0.14742636766510675)
(array(['attr_self', 'shar_want'], dtype=object), ' Correlation = ', -0.14868107280932677)
(array(['amb_want', 'iid'], dtype=object), ' Correlation = ', -0.14994352400653554)
(array(['reading', 'tvsports'], dtype=object), ' Correlation = ', -0.15076699867307827)
(array(['fun_self', 'sinc_want'], dtype=object), ' Correlation = ', -0.15395310754569036)
(array(['movies', 'sports'], dtype=object), ' Correlation = ', -0.1551717321612634)
(array(['gaming', 'age'], dtype=object), ' Correlation = ', -0.15517388084261038)
(array(['reading', 'sports'], dtype=object), ' Correlation = ', -0.15629657847005551)
(array(['fun_want', 'intel_want'], dtype=object), ' Correlation = ', -0.15695509251006992)
(array(['movies', 'gender'], dtype=object), ' Correlation = ', -0.16030229113508068)
(array(['int_corr', 'tv'], dtype=object), ' Correlation = ', -0.16132437205698016)
(array(['shopping', 'age'], dtype=object), ' Correlation = ', -0.16490865256962184)
(array(['attr_want', 'movies'], dtype=object), ' Correlation = ', -0.16693552424583491)
(array(['intel_want', 'sports'], dtype=object), ' Correlation = ', -0.16745632445391628)
(array(['sinc_self', 'attr_want'], dtype=object), ' Correlation = ', -0.16785972230383375)
(array(['attr_want', 'date'], dtype=object), ' Correlation = ', -0.16957791282167539)
(array(['amb_self', 'date'], dtype=object), ' Correlation = ', -0.17151168794200061)
(array(['intel_want', 'tvsports'], dtype=object), ' Correlation = ', -0.17812374515290569)
(array(['fun_want', 'attr_want'], dtype=object), ' Correlation = ', -0.17895751245500585)
(array(['intel_self', 'date'], dtype=object), ' Correlation = ', -0.18175588098677206)
(array(['tv', 'age'], dtype=object), ' Correlation = ', -0.18370211237307987)
(array(['tv', 'gender'], dtype=object), ' Correlation = ', -0.18905118544149146)
(array(['fun_want', 'sinc_want'], dtype=object), ' Correlation = ', -0.19324540834631093)
(array(['attr_want', 'theater'], dtype=object), ' Correlation = ', -0.19887371094842141)
(array(['attr_self', 'sinc_want'], dtype=object), ' Correlation = ', -0.19891736383954253)
(array(['shar_want', 'fun_want'], dtype=object), ' Correlation = ', -0.20764746171404455)
(array(['amb_self', 'sinc_want'], dtype=object), ' Correlation = ', -0.21080979887910459)
(array(['yoga', 'gender'], dtype=object), ' Correlation = ', -0.21148560990447066)
(array(['attr_self', 'date'], dtype=object), ' Correlation = ', -0.21343408145446019)
(array(['fun_self', 'intel_want'], dtype=object), ' Correlation = ', -0.21640625787133375)
(array(['dining', 'gender'], dtype=object), ' Correlation = ', -0.22390896597911497)
(array(['museums', 'gender'], dtype=object), ' Correlation = ', -0.22635994673750828)
(array(['art', 'gender'], dtype=object), ' Correlation = ', -0.23482332822441609)
(array(['int_corr', 'gaming'], dtype=object), ' Correlation = ', -0.23722191670178064)
(array(['int_corr', 'tvsports'], dtype=object), ' Correlation = ', -0.24052740545970414)
(array(['theater', 'sports'], dtype=object), ' Correlation = ', -0.24834953500806051)
(array(['theater', 'gender'], dtype=object), ' Correlation = ', -0.31867512263800774)
(array(['intel_want', 'attr_want'], dtype=object), ' Correlation = ', -0.32737884864341277)
(array(['amb_want', 'gender'], dtype=object), ' Correlation = ', -0.3476830650767897)
(array(['shopping', 'gender'], dtype=object), ' Correlation = ', -0.3515442438984055)
(array(['shar_want', 'attr_want'], dtype=object), ' Correlation = ', -0.4133785282997583)
(array(['sinc_want', 'attr_want'], dtype=object), ' Correlation = ', -0.43307169800449813)
(array(['amb_want', 'attr_want'], dtype=object), ' Correlation = ', -0.47579153066156643)
Lowest Correlation Coefficient
Look at the correlations above. Are there any results that you weren't expecting?
In [26]:
from mpl_toolkits.mplot3d import Axes3D
def plotTwoFeatures(f1, f2):
fig = plt.figure()
plt.plot(df[f1], df[f2], 'o')
plt.xlabel(f1)
plt.ylabel(f2)
In [27]:
#Hard to see for first two, these are only integers
plotTwoFeatures('art', 'museums')
plotTwoFeatures('intel_partner', 'sinc_partner')
plotTwoFeatures('amb_want', 'attr_want')
In [47]:
# Examine the proportion of acceptance by gender
female_df = df.loc[df['gender'] == 0]
male_df = df.loc[df['gender'] == 1]
yes_female_df = female_df.query('dec == 1')
no_female_df = female_df.query('dec == 0')
print('Proportion of acceptance by females is {}'.format(float(yes_female_df.shape[0])/float(female_df.shape[0])))
yes_male_df =male_df.query('dec == 1')
no_male_df = male_df.query('dec == 0')
print('Proportion of acceptance by males is {}'.format(float(yes_male_df.shape[0])/float(male_df.shape[0])))
Proportion of acceptance by females is 0.374810318665
Proportion of acceptance by males is 0.488732806555
In [76]:
def plot_feature(feature):
fig = plt.figure(figsize=(8, 8))
fig.subplots_adjust(hspace=0.5)
ax = plt.subplot(211)
ax.set_title('Female')
ax.set_xlabel(feature)
x = no_female_df[feature].values
y = yes_female_df[feature].values
plt.hist([x, y], label=['No','Yes'], bins=11)
ax.legend()
ax = plt.subplot(212)
ax.set_title('Male')
ax.set_xlabel(feature)
x = no_male_df[feature].values
y = yes_male_df[feature].values
plt.hist([x, y], label=['No','Yes'], bins=11)
ax.legend()
plt.show()
In [77]:
#How do the distributions of certain features look like for 'yes' decision and 'no' decision
plot_feature('attr_partner')
In [78]:
plot_feature('intel_partner')
In [79]:
plot_feature('shar_partner')
Any more cool plots you can think of? Fiddle around with the dataset.
Content source: utds/workshops
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