voice
This is a vignette presenting the voice
approach (Zabala 2023) to (Rehder et al. 2022) available audios.
The summarization was made using voice
, an
R library with functions to easily deal with audio.
The summarized dataset via voice
is
available at https://raw.githubusercontent.com/filipezabala/assinatura_vocal.
path <- 'https://raw.githubusercontent.com/filipezabala/assinatura_vocal/main/Et.csv'
Et <- readr::read_csv(path)
Et
#> # A tibble: 9 × 373
#> subject_id f0_tag_mean f1_tag_mean f2_tag_mean f3_tag_mean f4_tag_mean
#> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
#> 1 AN 147. 482. 1593. 2641. 3626.
#> 2 BS 160. 486. 1480. 2443. 3465.
#> 3 EK 177. 520. 1576. 2578. 3493.
#> 4 FP 159. 519. 1640. 2669. 3679.
#> 5 JJ 124. 410. 1554. 2515. 3554.
#> 6 NT 191. 615. 1472. 2503. 3471.
#> 7 SD 191. 480. 1537. 2607. 3509.
#> 8 SR 210. 487. 1441. 2528. 3510.
#> 9 TR 106. 464. 1644. 2585. 3663.
#> # ℹ 367 more variables: f5_tag_mean <dbl>, f6_tag_mean <dbl>,
#> # f7_tag_mean <dbl>, f8_tag_mean <dbl>, zcr1_tag_mean <dbl>,
#> # mhs_tag_mean <dbl>, rms_tag_mean <dbl>, gain_tag_mean <dbl>,
#> # mfcc1_tag_mean <dbl>, mfcc2_tag_mean <dbl>, mfcc3_tag_mean <dbl>,
#> # mfcc4_tag_mean <dbl>, mfcc5_tag_mean <dbl>, mfcc6_tag_mean <dbl>,
#> # mfcc7_tag_mean <dbl>, mfcc8_tag_mean <dbl>, mfcc9_tag_mean <dbl>,
#> # mfcc10_tag_mean <dbl>, mfcc11_tag_mean <dbl>, mfcc12_tag_mean <dbl>, …
Principal Components Analysis (Pearson 1901) applied to dimensionality reduction.
# PCA
pcaE <- prcomp(Et[,-1], scale = T)
pcaE
#> Standard deviations (1, .., p=9):
#> [1] 1.081462e+01 8.433838e+00 7.339685e+00 6.263928e+00 5.829138e+00
#> [6] 4.539991e+00 4.384109e+00 4.122594e+00 1.377930e-14
#>
#> Rotation (n x k) = (372 x 9):
#> PC1 PC2 PC3 PC4
#> f0_tag_mean 0.0863149702 -0.0125136139 0.0224775177 -0.0065661842
#> f1_tag_mean 0.0461200545 -0.0388904766 -0.0538804625 -0.0723677126
#> f2_tag_mean -0.0795568574 -0.0450552193 0.0194494833 -0.0033665928
#> f3_tag_mean -0.0338946299 -0.0808473613 0.0428711728 0.0448206384
#> f4_tag_mean -0.0714980776 -0.0621974085 0.0026415692 0.0456987848
#> f5_tag_mean -0.0530631084 0.0183627904 -0.0599253491 0.0048441726
#> f6_tag_mean -0.0636702660 0.0130852288 -0.0501120133 0.0398905193
#> f7_tag_mean -0.0388272618 0.0570484866 -0.0914443942 0.0250273279
#> f8_tag_mean 0.0233639084 0.0773509422 -0.0798069111 0.0229815189
#> zcr1_tag_mean -0.0489865946 -0.0451477919 0.0016057390 -0.0698047946
#> mhs_tag_mean 0.0866043759 -0.0095702812 0.0179045003 -0.0187339709
#> rms_tag_mean -0.0227559795 -0.0951657764 0.0602533619 0.0319700213
#> gain_tag_mean 0.0002418266 -0.1100469624 0.0347773104 -0.0395835112
#> mfcc1_tag_mean -0.0194730184 -0.0994644913 0.0653444200 -0.0065483878
#> mfcc2_tag_mean 0.0155476678 -0.0401763036 0.0881676738 0.0540940017
#> mfcc3_tag_mean 0.0390213758 0.0659723028 -0.0938916392 0.0126751610
#> mfcc4_tag_mean -0.0619277685 -0.0653971573 0.0523075069 0.0379477286
#> mfcc5_tag_mean 0.0621946538 0.0812380167 -0.0259018544 -0.0069982855
#> mfcc6_tag_mean -0.0730837130 -0.0455433701 0.0347523003 0.0573967628
#> mfcc7_tag_mean -0.0101016664 0.0359424268 -0.0618215754 -0.0809683537
#> mfcc8_tag_mean 0.0387024576 -0.0150733350 0.0540687027 0.0772573360
#> mfcc9_tag_mean -0.0586648711 -0.0377842233 -0.0314525120 -0.0472768555
#> mfcc10_tag_mean 0.0521084852 0.0497644292 -0.0461204660 0.0566500464
#> mfcc11_tag_mean -0.0334111307 -0.0789863955 -0.0026612451 -0.0464558135
#> mfcc12_tag_mean -0.0005970673 0.0677476650 -0.0295516956 0.0551591900
#> df2_tag_mean -0.0842317593 -0.0103368323 0.0335751172 0.0343199542
#> df3_tag_mean -0.0488096106 -0.0482832326 0.0582296679 0.0862744722
#> df4_tag_mean -0.0749974647 -0.0306393660 0.0258114642 0.0701496531
#> df5_tag_mean -0.0607402115 0.0349495496 -0.0295916762 0.0305067732
#> df6_tag_mean -0.0690031800 0.0254775899 -0.0179609992 0.0612433095
#> df7_tag_mean -0.0543212766 0.0665061957 -0.0407404118 0.0632991653
#> df8_tag_mean -0.0053899467 0.0897847049 -0.0395005664 0.0640728652
#> pf1_tag_mean 0.0461200545 -0.0388904766 -0.0538804625 -0.0723677126
#> pf2_tag_mean -0.0247052870 -0.0727019046 -0.0249098703 -0.0624943252
#> pf3_tag_mean -0.0296967887 -0.0869286659 0.0069907428 -0.0141544217
#> pf4_tag_mean -0.0479657410 -0.0864385549 0.0065905559 0.0039462984
#> pf5_tag_mean -0.0615055078 -0.0630481186 -0.0183058069 0.0056943062
#> pf6_tag_mean -0.0668769283 -0.0416499062 -0.0314602169 0.0176179786
#> pf7_tag_mean -0.0676340763 -0.0262034217 -0.0464840289 0.0205479339
#> pf8_tag_mean -0.0626558885 -0.0083495976 -0.0657160707 0.0265656817
#> rf1_tag_mean 0.0840934982 -0.0062882784 0.0353535594 0.0281548904
#> rf2_tag_mean 0.0896021814 -0.0018069962 0.0112531267 -0.0015414131
#> rf3_tag_mean 0.0883317582 0.0169919345 0.0038686309 -0.0159141195
#> rf4_tag_mean 0.0893480301 0.0145946477 0.0125229631 -0.0184959642
#> rf5_tag_mean 0.0821491264 -0.0168331162 0.0427427127 0.0063614476
#> rf6_tag_mean 0.0887720991 -0.0097664228 0.0248512626 -0.0196174667
#> rf7_tag_mean 0.0845847921 -0.0219761745 0.0435067570 0.0012172957
#> rf8_tag_mean 0.0761842909 -0.0317144386 0.0485080895 0.0006850856
#> rcf2_tag_mean 0.0875210355 0.0025497084 0.0200627514 0.0223242355
#> rcf3_tag_mean 0.0838902835 0.0248338359 0.0037889483 0.0121742501
#> rcf4_tag_mean 0.0843782340 0.0379327296 0.0001140917 0.0004257166
#> rcf5_tag_mean 0.0852709236 0.0273000212 0.0174910427 0.0080962872
#> rcf6_tag_mean 0.0834217265 0.0199902344 0.0198018994 -0.0023302694
#> rcf7_tag_mean 0.0819197149 0.0132947388 0.0286281678 -0.0001013503
#> rcf8_tag_mean 0.0800450505 0.0063291329 0.0384485850 0.0019866456
#> rpf2_tag_mean 0.0883134886 -0.0040078982 0.0207889678 0.0097599523
#> rpf3_tag_mean 0.0893678887 0.0026299280 0.0153465047 0.0011990846
#> rpf4_tag_mean 0.0899297377 0.0060328266 0.0148480421 -0.0036776910
#> rpf5_tag_mean 0.0901287720 0.0006454674 0.0212512762 -0.0017971387
#> rpf6_tag_mean 0.0904900027 -0.0014337141 0.0227122351 -0.0055628358
#> rpf7_tag_mean 0.0900671858 -0.0043312609 0.0258025583 -0.0047457081
#> rpf8_tag_mean 0.0892823784 -0.0073218103 0.0283672878 -0.0042362009
#> f0_tag_sd 0.0687448238 -0.0063410774 0.0390270584 0.0582434011
#> f1_tag_sd -0.0423172178 -0.0656538855 -0.0232977326 0.0863687862
#> f2_tag_sd 0.0191470493 -0.0001815830 -0.0902192254 0.0735424659
#> f3_tag_sd 0.0088021488 -0.0240486939 -0.0856648226 0.0329010842
#> f4_tag_sd -0.0045490221 -0.0423816424 -0.1096973250 -0.0242052097
#> f5_tag_sd -0.0595177178 0.0231213712 -0.0309700520 0.0668778014
#> f6_tag_sd -0.0518161671 -0.0365417985 -0.0216653814 0.0273667250
#> f7_tag_sd 0.0270282852 -0.0748892335 0.0642677411 -0.0692153331
#> f8_tag_sd 0.0188836359 -0.0656790950 0.0845158582 0.0460575228
#> zcr1_tag_sd -0.0561742564 -0.0201607034 -0.0489955343 -0.0349883584
#> mhs_tag_sd 0.0569405019 -0.0387425302 0.0239362270 0.0881213958
#> rms_tag_sd 0.0134014127 0.0849063023 -0.0441457348 0.0642040596
#> gain_tag_sd -0.0106261368 0.0854329878 -0.0304063934 0.0532567460
#> mfcc1_tag_sd 0.0035530420 0.0781344720 -0.0220544854 0.0863719664
#> mfcc2_tag_sd -0.0209603369 0.0578540542 -0.0189525129 0.0351579466
#> mfcc3_tag_sd -0.0184576922 0.0113620082 0.0346748708 0.0553302259
#> mfcc4_tag_sd 0.0481812162 0.0203912850 -0.1073267778 -0.0029833055
#> mfcc5_tag_sd 0.0204086103 0.0313865933 -0.0247688677 0.1277777061
#> mfcc6_tag_sd -0.0581530204 0.0577614606 -0.0510744146 0.0495414780
#> mfcc7_tag_sd 0.0035027780 0.0671258283 -0.0546667206 0.0398301350
#> mfcc8_tag_sd -0.0631789693 0.0292420037 -0.0249100603 0.0888960195
#> mfcc9_tag_sd -0.0268428849 0.0625126437 -0.0048115788 0.0617453997
#> mfcc10_tag_sd -0.0096935069 0.0399369142 0.0600294172 0.0447635691
#> mfcc11_tag_sd -0.0046226168 0.0490721683 0.0859372343 0.0638406215
#> mfcc12_tag_sd 0.0169793585 0.0306831045 0.0564432939 0.0521619296
#> df2_tag_sd -0.0085120645 0.0201076128 -0.0591552306 0.1034023474
#> df3_tag_sd -0.0033000334 -0.0240060155 -0.1058596306 0.0168869979
#> df4_tag_sd 0.0021081019 -0.0613425907 -0.1073172187 -0.0155610496
#> df5_tag_sd -0.0687911992 0.0194109966 -0.0234809320 0.0521586942
#> df6_tag_sd -0.0541558876 -0.0502691802 -0.0108503866 0.0380211367
#> df7_tag_sd 0.0061175524 -0.1002317653 0.0444204716 -0.0307136289
#> df8_tag_sd 0.0047282130 -0.0841184381 0.0555418018 0.0628221163
#> pf1_tag_sd -0.0423172178 -0.0656538855 -0.0232977326 0.0863687862
#> pf2_tag_sd -0.0084583129 -0.0520092282 -0.0805191919 0.0694844514
#> pf3_tag_sd -0.0044023384 -0.0481221484 -0.0856580339 0.0624566354
#> pf4_tag_sd -0.0086009485 -0.0614180663 -0.1033393581 0.0453946764
#> pf5_tag_sd -0.0237534321 -0.0616114755 -0.0894569876 0.0594394518
#> pf6_tag_sd -0.0282484544 -0.0622200654 -0.0811187482 0.0571952188
#> pf7_tag_sd -0.0334156310 -0.0718532986 -0.0645982328 0.0490392804
#> pf8_tag_sd -0.0413348126 -0.0769567190 -0.0466381455 0.0479827072
#> rf1_tag_sd 0.0477484608 -0.0380760989 0.0317436092 0.0684173000
#> rf2_tag_sd 0.0665948914 -0.0132498680 -0.0217089737 0.0920471671
#> rf3_tag_sd 0.0738187031 -0.0332821727 -0.0127925379 0.0740340633
#> rf4_tag_sd 0.0590915659 -0.0348758573 -0.0254960020 0.0258078951
#> rf5_tag_sd 0.0198883151 0.0306367172 0.0445257504 0.0946820234
#> rf6_tag_sd 0.0667273808 -0.0218895733 0.0326198306 0.0787454581
#> rf7_tag_sd 0.0737546249 -0.0266701140 0.0482293910 0.0426992768
#> rf8_tag_sd 0.0537528203 -0.0219610335 0.0684204120 0.0837255327
#> rcf2_tag_sd 0.0547189102 -0.0595632957 -0.0361303528 0.0782683635
#> rcf3_tag_sd 0.0407555070 -0.0696123923 -0.0729441216 0.0525025876
#> rcf4_tag_sd 0.0298038396 -0.0808624507 -0.0859664765 0.0166867424
#> rcf5_tag_sd 0.0137956201 -0.0818267072 -0.0804688060 0.0306096353
#> rcf6_tag_sd 0.0016523421 -0.0859459857 -0.0665843387 0.0218614705
#> rcf7_tag_sd -0.0091579054 -0.0925800253 -0.0455288039 0.0154059941
#> rcf8_tag_sd -0.0230111759 -0.0975521260 -0.0177839599 0.0175902396
#> rpf2_tag_sd 0.0635017973 -0.0260505504 0.0110291091 0.0779586159
#> rpf3_tag_sd 0.0695288049 -0.0278649937 0.0121339909 0.0771434505
#> rpf4_tag_sd 0.0683926296 -0.0291116379 0.0091013669 0.0680756103
#> rpf5_tag_sd 0.0657319219 -0.0222737131 0.0203148370 0.0734492556
#> rpf6_tag_sd 0.0666964690 -0.0221571407 0.0234853367 0.0724119523
#> rpf7_tag_sd 0.0662817307 -0.0211100436 0.0285245406 0.0710086315
#> rpf8_tag_sd 0.0640282857 -0.0211502904 0.0346000704 0.0728351957
#> f0_tag_vc 0.0337188981 -0.0080184093 0.0354039628 0.0879766804
#> f1_tag_vc -0.0557570815 -0.0300955218 0.0033895960 0.0993583738
#> f2_tag_vc 0.0432145468 0.0130684042 -0.0794334667 0.0587760779
#> f3_tag_vc 0.0170801064 -0.0019555677 -0.0879670917 0.0173303635
#> f4_tag_vc 0.0075155506 -0.0344333596 -0.1106133732 -0.0335742227
#> f5_tag_vc -0.0521717510 0.0217833616 -0.0187343340 0.0711486047
#> f6_tag_vc -0.0345175964 -0.0414143670 -0.0067597724 0.0169461342
#> f7_tag_vc 0.0282881911 -0.0745506071 0.0685506052 -0.0657913068
#> f8_tag_vc 0.0136605597 -0.0692582763 0.0862896792 0.0377579489
#> zcr1_tag_vc 0.0136149449 0.0433592359 -0.0556549222 0.0994208734
#> mhs_tag_vc -0.0176031217 -0.0434959864 0.0011981923 0.1285714233
#> rms_tag_vc 0.0178664353 0.0913249528 -0.0487877569 0.0312191252
#> gain_tag_vc -0.0102387665 0.0972865862 -0.0249583146 0.0479102610
#> mfcc1_tag_vc 0.0082246385 0.0986039211 -0.0345537637 0.0438344932
#> mfcc2_tag_vc -0.0096147072 0.0469549621 -0.0882405063 -0.0293166861
#> mfcc3_tag_vc 0.0099657360 0.0568170244 -0.0269267173 -0.0641147464
#> mfcc4_tag_vc 0.0393862659 -0.0021059677 -0.0741947088 -0.0547879370
#> mfcc5_tag_vc -0.0139747118 -0.0760308661 0.0170309306 0.0248575506
#> mfcc6_tag_vc 0.0382530301 -0.0066389979 -0.0734565049 -0.0536127373
#> mfcc7_tag_vc 0.0156625810 -0.0622963602 0.0719926410 0.0345665639
#> mfcc8_tag_vc 0.0502995918 -0.0251605008 -0.0313829884 -0.0871674786
#> mfcc9_tag_vc -0.0666242693 -0.0440407764 -0.0024397906 0.0070030071
#> mfcc10_tag_vc -0.0324837552 0.0497397856 0.0792700094 0.0155600604
#> mfcc11_tag_vc -0.0212808336 0.0381632302 0.0586319024 0.0183672886
#> mfcc12_tag_vc -0.0235327505 0.0021860796 -0.0318873670 0.0232078023
#> df2_tag_vc 0.0426301281 0.0219966030 -0.0688695473 0.0580451530
#> df3_tag_vc 0.0166864535 -0.0023226258 -0.1081327520 -0.0191731123
#> df4_tag_vc 0.0229826528 -0.0497097956 -0.1082425152 -0.0356462701
#> df5_tag_vc -0.0540834635 0.0106105267 -0.0147549554 0.0469175733
#> df6_tag_vc -0.0331878028 -0.0589747687 -0.0057276907 0.0196761697
#> df7_tag_vc 0.0135170087 -0.0980915521 0.0448224923 -0.0379029563
#> df8_tag_vc 0.0043814606 -0.0882430730 0.0563610237 0.0495998699
#> pf1_tag_vc -0.0232454317 -0.0673412564 0.0631928400 -0.0704098748
#> pf2_tag_vc -0.0309788723 -0.0706679090 -0.0703492840 0.0315571690
#> pf3_tag_vc -0.0023916316 -0.0079519494 -0.0384151510 -0.0063975634
#> pf4_tag_vc 0.0340900129 -0.0009894215 -0.0484688871 -0.0359934280
#> pf5_tag_vc -0.0020509481 0.0292079518 0.0701833331 0.0546587528
#> pf6_tag_vc -0.0163952099 -0.0209905533 0.0594617381 -0.0049397641
#> pf7_tag_vc -0.0126021485 0.0223197943 -0.0199847635 0.1013388509
#> pf8_tag_vc -0.0349133633 -0.0231561096 0.0675763065 0.0986417168
#> rf1_tag_vc 0.0285463683 -0.0430209389 -0.0267286241 0.0058010245
#> rf2_tag_vc 0.0420747292 0.0745702195 -0.0133634379 -0.0667527773
#> rf3_tag_vc 0.0410777413 0.0277759972 0.0242399368 -0.0714758540
#> rf4_tag_vc 0.0486386093 0.0712811757 -0.0032189069 -0.0707632085
#> rf5_tag_vc 0.0340691944 0.0439048764 -0.0048107921 -0.0809474725
#> rf6_tag_vc 0.0236524019 0.0881075519 -0.0026411838 -0.0312220351
#> rf7_tag_vc -0.0049833124 -0.0735776058 0.0394442088 -0.0289117147
#> rf8_tag_vc 0.0202403935 -0.0352043545 0.0273244499 -0.0674173063
#> rcf2_tag_vc 0.0125445235 -0.0697887771 -0.0052066150 0.0161168354
#> rcf3_tag_vc 0.0171184864 0.0637749465 0.0245689389 -0.0957378300
#> rcf4_tag_vc 0.0195376334 0.0606648364 0.0422861132 -0.0875604018
#> rcf5_tag_vc 0.0078091163 0.0526299952 0.0232175020 -0.0961538768
#> rcf6_tag_vc 0.0053069395 0.0503983089 0.0223827802 -0.0942607682
#> rcf7_tag_vc 0.0098497637 -0.0305201145 -0.0177410977 0.0841113538
#> rcf8_tag_vc 0.0248201934 0.0097827289 -0.0326332523 0.0697725752
#> rpf2_tag_vc -0.0209182507 -0.0431425275 0.0595351366 -0.0597976302
#> rpf3_tag_vc 0.0455554444 0.0732656525 -0.0203982131 -0.0589822068
#> rpf4_tag_vc 0.0469368487 0.0710607185 -0.0096903393 -0.0716921708
#> rpf5_tag_vc 0.0369718023 0.0840287089 -0.0127303790 -0.0647564427
#> rpf6_tag_vc 0.0353679093 0.0849931992 -0.0113357870 -0.0614958306
#> rpf7_tag_vc 0.0325459099 0.0881257223 -0.0142644873 -0.0550843310
#> rpf8_tag_vc 0.0285175878 0.0911546114 -0.0210472393 -0.0414000254
#> f0_tag_median 0.0847376004 -0.0036409571 0.0213752246 -0.0329799996
#> f1_tag_median 0.0452129015 -0.0193142091 -0.0690498867 -0.0769089506
#> f2_tag_median -0.0845363499 -0.0425626624 -0.0054030671 -0.0010896076
#> f3_tag_median -0.0119576417 -0.0840988284 0.0296178592 0.0308808549
#> f4_tag_median -0.0673706093 -0.0607585991 0.0198639661 0.0536718870
#> f5_tag_median -0.0494545441 0.0340015236 -0.0278201872 0.0035314479
#> f6_tag_median -0.0665702566 0.0089097334 -0.0288397160 0.0403312200
#> f7_tag_median -0.0375188225 0.0636532283 -0.0758644764 0.0202412680
#> f8_tag_median 0.0159572134 0.0826867955 -0.0756922741 0.0100416855
#> zcr1_tag_median -0.0299449090 -0.0531979180 0.0224900352 -0.0772692081
#> mhs_tag_median 0.0845119573 0.0005135371 0.0173907676 -0.0423683563
#> rms_tag_median -0.0268441191 -0.0871882917 0.0652242069 0.0465092255
#> gain_tag_median 0.0011027707 -0.1079163336 0.0427859515 -0.0333537631
#> mfcc1_tag_median -0.0210185453 -0.0972570651 0.0681720123 -0.0000635826
#> mfcc2_tag_median 0.0081980750 -0.0449427145 0.0786771210 0.0606859860
#> mfcc3_tag_median 0.0396981384 0.0665611322 -0.0930852771 0.0126466664
#> mfcc4_tag_median -0.0614328665 -0.0657780951 0.0508817970 0.0399814902
#> mfcc5_tag_median 0.0629380974 0.0804875120 -0.0265486678 -0.0082344156
#> mfcc6_tag_median -0.0717588055 -0.0482785317 0.0332053370 0.0607168262
#> mfcc7_tag_median -0.0014666733 0.0386256656 -0.0655187747 -0.0791052825
#> mfcc8_tag_median 0.0382884943 -0.0183668066 0.0549607122 0.0775187847
#> mfcc9_tag_median -0.0580239629 -0.0342219749 -0.0342877937 -0.0504345528
#> mfcc10_tag_median 0.0511343425 0.0508063015 -0.0425685448 0.0580900737
#> mfcc11_tag_median -0.0329466589 -0.0780428525 -0.0013348723 -0.0461566881
#> mfcc12_tag_median -0.0027803767 0.0690968820 -0.0304139937 0.0526433211
#> df2_tag_median -0.0877329479 -0.0005151527 0.0247852436 0.0198954210
#> df3_tag_median -0.0401108031 -0.0616609178 0.0494006028 0.0840818499
#> df4_tag_median -0.0726756961 -0.0327827276 0.0216122017 0.0788684020
#> df5_tag_median -0.0624728929 0.0446280700 -0.0294222777 0.0291011868
#> df6_tag_median -0.0718664843 0.0208198124 -0.0129912178 0.0622574631
#> df7_tag_median -0.0543415541 0.0642882978 -0.0412720729 0.0664641243
#> df8_tag_median -0.0072068216 0.0895425049 -0.0447904895 0.0699702135
#> pf1_tag_median 0.0452129015 -0.0193142091 -0.0690498867 -0.0769089506
#> pf2_tag_median -0.0310389215 -0.0586306606 -0.0684020116 -0.0440808471
#> pf3_tag_median -0.0188177283 -0.0881967309 -0.0099837114 -0.0104952592
#> pf4_tag_median -0.0390670164 -0.0890695170 0.0045840758 -0.0017491385
#> pf5_tag_median -0.0478247187 -0.0697315422 -0.0086918304 -0.0087568840
#> pf6_tag_median -0.0576573445 -0.0487209512 -0.0166410898 0.0057241602
#> pf7_tag_median -0.0611905927 -0.0329237553 -0.0261963059 0.0087295975
#> pf8_tag_median -0.0594158678 -0.0163593405 -0.0405861227 0.0098684984
#> rf1_tag_median 0.0822055906 -0.0087317544 0.0339357908 0.0182966051
#> rf2_tag_median 0.0901340671 -0.0081008253 0.0124128306 -0.0078910995
#> rf3_tag_median 0.0791463595 0.0305492596 0.0067202974 -0.0285328694
#> rf4_tag_median 0.0884114599 0.0173594086 0.0013052077 -0.0300337659
#> rf5_tag_median 0.0821469491 -0.0221166577 0.0372942585 -0.0091934396
#> rf6_tag_median 0.0878999162 -0.0046564067 0.0208301822 -0.0322396641
#> rf7_tag_median 0.0842334551 -0.0231728786 0.0408960878 -0.0047841978
#> rf8_tag_median 0.0758143619 -0.0331615259 0.0456748353 -0.0024600086
#> rcf2_tag_median 0.0876986681 -0.0078935046 0.0298889460 0.0113081433
#> rcf3_tag_median 0.0827737569 0.0226251686 0.0106499522 0.0026505966
#> rcf4_tag_median 0.0826386732 0.0352364746 -0.0048942159 -0.0053808819
#> rcf5_tag_median 0.0822285626 0.0257854389 0.0073463862 -0.0017814570
#> rcf6_tag_median 0.0806660506 0.0207970427 0.0089661483 -0.0115347376
#> rcf7_tag_median 0.0796682595 0.0164808432 0.0167877629 -0.0045327253
#> rcf8_tag_median 0.0782247548 0.0128174286 0.0238611744 0.0020703371
#> rpf2_tag_median 0.0885790951 -0.0059467907 0.0235480677 -0.0084920936
#> rpf3_tag_median 0.0881813675 0.0064290697 0.0166888288 -0.0194946170
#> rpf4_tag_median 0.0884425440 0.0101016689 0.0122708362 -0.0220224060
#> rpf5_tag_median 0.0888256421 0.0049768099 0.0187794837 -0.0226566541
#> rpf6_tag_median 0.0888217141 0.0031779631 0.0208069867 -0.0260475239
#> rpf7_tag_median 0.0885024944 -0.0001300361 0.0242285470 -0.0249724653
#> rpf8_tag_median 0.0877708833 -0.0032336338 0.0267073916 -0.0246196174
#> f0_tag_iqr 0.0613080105 0.0209964299 0.0573266955 0.0436976885
#> f1_tag_iqr 0.0174641439 -0.0604752321 -0.0981976520 0.0544304717
#> f2_tag_iqr 0.0535530518 0.0055803131 -0.0773286763 0.0474700528
#> f3_tag_iqr 0.0440705524 -0.0030495444 -0.0892968699 -0.0197618872
#> f4_tag_iqr 0.0284599428 -0.0481331691 -0.0989829143 -0.0456484914
#> f5_tag_iqr -0.0593409697 0.0191324815 -0.0396840023 0.0687292250
#> f6_tag_iqr -0.0420960875 -0.0367302891 -0.0073935649 0.0230610115
#> f7_tag_iqr 0.0263350814 -0.0523783429 0.0561286792 -0.0771409689
#> f8_tag_iqr 0.0118149819 -0.0395212905 0.0605030780 0.0616595024
#> zcr1_tag_iqr -0.0550150016 -0.0379380052 -0.0120584288 -0.0505673522
#> mhs_tag_iqr 0.0621647267 0.0134263138 0.0384110505 0.0641356200
#> rms_tag_iqr 0.0139613335 0.0863207366 -0.0470932128 0.0480939479
#> gain_tag_iqr -0.0048602521 0.0857119986 -0.0218250232 0.0561290966
#> mfcc1_tag_iqr 0.0054065064 0.0829519204 -0.0199491185 0.0759249002
#> mfcc2_tag_iqr -0.0095940262 0.0555855293 -0.0314806593 0.0364309962
#> mfcc3_tag_iqr -0.0134003975 0.0085703348 0.0610451692 0.0712692411
#> mfcc4_tag_iqr 0.0412865031 0.0288844072 -0.0996470961 -0.0333202081
#> mfcc5_tag_iqr -0.0043440358 0.0097090290 -0.0458771056 0.1124535594
#> mfcc6_tag_iqr -0.0588011269 0.0605405235 -0.0462967290 0.0271259220
#> mfcc7_tag_iqr -0.0001735777 0.0862155615 -0.0470138491 0.0375623788
#> mfcc8_tag_iqr -0.0675022423 0.0180582516 -0.0229033572 0.0890664053
#> mfcc9_tag_iqr -0.0299128011 0.0565678717 -0.0102652755 0.0513774109
#> mfcc10_tag_iqr -0.0164353777 0.0403180073 0.0607856903 0.0411898852
#> mfcc11_tag_iqr -0.0114566615 0.0497505071 0.0854272254 0.0576035823
#> mfcc12_tag_iqr 0.0133228825 0.0301780861 0.0626297169 0.0553491066
#> df2_tag_iqr -0.0099154701 0.0369540042 -0.0425105019 0.0991847186
#> df3_tag_iqr -0.0202602939 0.0016840749 -0.1158212349 -0.0590322312
#> df4_tag_iqr 0.0052904270 -0.0672987173 -0.0930807818 -0.0346801719
#> df5_tag_iqr -0.0731218123 0.0308669553 0.0047130537 0.0054595923
#> df6_tag_iqr -0.0540444084 -0.0623452558 0.0038144239 0.0078744609
#> df7_tag_iqr 0.0119507768 -0.0728062501 0.0774283751 -0.0660321118
#> df8_tag_iqr 0.0039152743 -0.0793584834 0.0694154806 0.0616658788
#> pf1_tag_iqr 0.0174641439 -0.0604752321 -0.0981976520 0.0544304717
#> pf2_tag_iqr 0.0505204793 -0.0460594737 -0.0933547585 0.0211760725
#> pf3_tag_iqr 0.0553139997 -0.0416354328 -0.0894480259 0.0131129049
#> pf4_tag_iqr 0.0535354417 -0.0523703386 -0.0900288646 -0.0158528919
#> pf5_tag_iqr 0.0461788071 -0.0591661480 -0.0903397008 -0.0009285446
#> pf6_tag_iqr 0.0351353408 -0.0639398492 -0.0845133885 -0.0015054899
#> pf7_tag_iqr 0.0209188090 -0.0803286869 -0.0685361206 -0.0050479231
#> pf8_tag_iqr -0.0002864915 -0.0971964189 -0.0478938323 0.0047648309
#> rf1_tag_iqr 0.0278360933 -0.0577630064 -0.0291694344 0.0581066104
#> rf2_tag_iqr 0.0673615427 -0.0121616228 -0.0261699686 0.0759547101
#> rf3_tag_iqr 0.0718862267 -0.0072880232 -0.0419339240 0.0580072094
#> rf4_tag_iqr 0.0646949534 -0.0307392107 -0.0465908643 -0.0448061867
#> rf5_tag_iqr -0.0010153146 0.0664937072 0.0509431863 0.0621445984
#> rf6_tag_iqr 0.0691333552 0.0027503496 0.0180214845 0.0492925317
#> rf7_tag_iqr 0.0794778975 -0.0291474760 0.0499713723 0.0180277290
#> rf8_tag_iqr 0.0434505892 -0.0254094918 0.0923441215 0.0781269650
#> rcf2_tag_iqr 0.0613125417 -0.0507292086 -0.0399350505 0.0708753750
#> rcf3_tag_iqr 0.0636453636 -0.0385365367 -0.0639340605 0.0511799557
#> rcf4_tag_iqr 0.0620683238 -0.0597940712 -0.0697186246 -0.0010940856
#> rcf5_tag_iqr 0.0622928187 -0.0650812694 -0.0637444174 0.0020992327
#> rcf6_tag_iqr 0.0467610424 -0.0779425124 -0.0581939363 -0.0022226417
#> rcf7_tag_iqr 0.0271140945 -0.0948799465 -0.0439249745 -0.0013158573
#> rcf8_tag_iqr -0.0023660813 -0.1077470898 -0.0146818901 -0.0078414515
#> rpf2_tag_iqr 0.0650229537 -0.0377667779 -0.0249968812 0.0857431711
#> rpf3_tag_iqr 0.0774559331 -0.0202865161 -0.0177683484 0.0751357528
#> rpf4_tag_iqr 0.0810297150 -0.0243887811 -0.0173054610 0.0480663379
#> rpf5_tag_iqr 0.0796111612 -0.0093847562 0.0027025797 0.0592652575
#> rpf6_tag_iqr 0.0799168298 -0.0046317759 0.0095676813 0.0588110515
#> rpf7_tag_iqr 0.0769508505 -0.0049814712 0.0209466996 0.0616861764
#> rpf8_tag_iqr 0.0721720002 -0.0078839842 0.0363315971 0.0644580328
#> f0_tag_mad 0.0640836401 0.0312711128 0.0567522586 0.0328673321
#> f1_tag_mad 0.0091121409 -0.0557695983 -0.1046019063 0.0561227854
#> f2_tag_mad 0.0555125535 0.0049371826 -0.0755789908 0.0398931888
#> f3_tag_mad 0.0465889921 -0.0097714804 -0.0923853763 -0.0191650471
#> f4_tag_mad 0.0234389560 -0.0486165571 -0.0970918749 -0.0417923370
#> f5_tag_mad -0.0660359882 0.0342200583 -0.0061839733 0.0545432411
#> f6_tag_mad -0.0468003921 -0.0342994534 0.0138602053 0.0306486454
#> f7_tag_mad 0.0261587041 -0.0518818353 0.0550285256 -0.0835161124
#> f8_tag_mad -0.0024145579 -0.0290463416 0.0561400620 0.0424686275
#> zcr1_tag_mad -0.0422521292 -0.0500340483 -0.0012209541 -0.0520937239
#> mhs_tag_mad 0.0650211720 0.0243884195 0.0384304576 0.0480086700
#> rms_tag_mad 0.0177317631 0.0821317166 -0.0538205413 0.0407835478
#> gain_tag_mad -0.0068269987 0.0861217664 -0.0265728433 0.0562827698
#> mfcc1_tag_mad 0.0050413266 0.0844630603 -0.0251620664 0.0741102435
#> mfcc2_tag_mad -0.0133523532 0.0586986977 -0.0228644834 0.0363151273
#> mfcc3_tag_mad -0.0141295762 0.0080574395 0.0604407212 0.0717341651
#> mfcc4_tag_mad 0.0383308540 0.0265622682 -0.1007836903 -0.0310771531
#> mfcc5_tag_mad -0.0064975421 0.0058811254 -0.0463924982 0.1153994731
#> mfcc6_tag_mad -0.0596650479 0.0592813246 -0.0460006993 0.0269448910
#> mfcc7_tag_mad -0.0042728578 0.0864210844 -0.0450919340 0.0388881979
#> mfcc8_tag_mad -0.0670484932 0.0199017559 -0.0238086660 0.0884216382
#> mfcc9_tag_mad -0.0301801250 0.0543401258 -0.0091603919 0.0536319882
#> mfcc10_tag_mad -0.0164958018 0.0401747655 0.0608079167 0.0406184958
#> mfcc11_tag_mad -0.0120655669 0.0491485274 0.0851590910 0.0571640607
#> mfcc12_tag_mad 0.0125277180 0.0311873153 0.0632669814 0.0548954466
#> df2_tag_mad -0.0083898187 0.0349548303 -0.0436623113 0.1000263037
#> df3_tag_mad -0.0172565271 0.0031736143 -0.1193350518 -0.0559341824
#> df4_tag_mad 0.0055571464 -0.0655465996 -0.0943440756 -0.0331109574
#> df5_tag_mad -0.0725793418 0.0305292358 0.0040226797 0.0025225022
#> df6_tag_mad -0.0526344311 -0.0627861494 0.0027084032 0.0116824637
#> df7_tag_mad 0.0126786045 -0.0753038182 0.0744954159 -0.0646895215
#> df8_tag_mad 0.0044621349 -0.0798884548 0.0663504331 0.0640560144
#> pf1_tag_mad 0.0091121409 -0.0557695983 -0.1046019063 0.0561227854
#> pf2_tag_mad 0.0505318896 -0.0450136950 -0.0927471781 0.0201886251
#> pf3_tag_mad 0.0564179939 -0.0392604922 -0.0890610707 0.0079060811
#> pf4_tag_mad 0.0537352846 -0.0509873672 -0.0904770905 -0.0182681942
#> pf5_tag_mad 0.0469658049 -0.0586693439 -0.0911764227 0.0010062454
#> pf6_tag_mad 0.0360889132 -0.0646425527 -0.0851040658 -0.0003705083
#> pf7_tag_mad 0.0216248504 -0.0813503663 -0.0672457263 -0.0042105788
#> pf8_tag_mad -0.0016859071 -0.0981725713 -0.0465181196 0.0034634040
#> rf1_tag_mad 0.0436219913 -0.0637617906 -0.0138964375 0.0575989717
#> rf2_tag_mad 0.0679383181 -0.0132467352 -0.0185778281 0.0752709868
#> rf3_tag_mad 0.0728811875 -0.0083153798 -0.0406206460 0.0579429006
#> rf4_tag_mad 0.0602771348 -0.0318749888 -0.0461963003 -0.0483617156
#> rf5_tag_mad -0.0025268741 0.0665549335 0.0503605570 0.0654980188
#> rf6_tag_mad 0.0679992596 0.0028285651 0.0176055824 0.0500848283
#> rf7_tag_mad 0.0800157364 -0.0313600264 0.0482826876 0.0141393261
#> rf8_tag_mad 0.0410097460 -0.0243485746 0.0955276977 0.0768732831
#> rcf2_tag_mad 0.0621486030 -0.0539568762 -0.0351358925 0.0708573875
#> rcf3_tag_mad 0.0647583572 -0.0380154061 -0.0608224205 0.0507859411
#> rcf4_tag_mad 0.0621977135 -0.0592607289 -0.0695806098 0.0001588005
#> rcf5_tag_mad 0.0610598657 -0.0662091849 -0.0654015568 0.0010071848
#> rcf6_tag_mad 0.0460802697 -0.0773615024 -0.0596583380 -0.0010571253
#> rcf7_tag_mad 0.0270229978 -0.0950666427 -0.0433352033 -0.0013192529
#> rcf8_tag_mad -0.0007481112 -0.1063553603 -0.0169898891 -0.0071341892
#> rpf2_tag_mad 0.0673901396 -0.0378147068 -0.0213357698 0.0819788932
#> rpf3_tag_mad 0.0792388635 -0.0194359885 -0.0175415989 0.0712364747
#> rpf4_tag_mad 0.0823515775 -0.0238490387 -0.0194375368 0.0446841801
#> rpf5_tag_mad 0.0806761988 -0.0082096626 -0.0003352664 0.0553452539
#> rpf6_tag_mad 0.0810204379 -0.0027455290 0.0071307952 0.0531901281
#> rpf7_tag_mad 0.0782705220 -0.0029509732 0.0191487988 0.0557406920
#> rpf8_tag_mad 0.0737854237 -0.0059264372 0.0346013298 0.0587067362
#> PC5 PC6 PC7 PC8
#> f0_tag_mean -0.0357669673 -0.0354987228 -0.0146026915 0.0297646153
#> f1_tag_mean -0.0489067362 -0.0692949739 0.0724539456 0.0060517974
#> f2_tag_mean -0.0484062000 0.0178770766 0.0192835010 0.0083472325
#> f3_tag_mean -0.0733801966 -0.0058526335 0.0285816642 0.0371891365
#> f4_tag_mean -0.0040723088 -0.0433752291 -0.0128838133 0.0111356662
#> f5_tag_mean -0.0655127018 -0.0353679720 -0.1204703843 -0.0101882234
#> f6_tag_mean -0.0730725225 -0.0110107917 -0.0574542809 0.0635303131
#> f7_tag_mean -0.0431876494 0.0129564219 0.0206355977 0.0497808376
#> f8_tag_mean -0.0103669430 0.0532760247 0.0641312442 -0.0180501260
#> zcr1_tag_mean -0.0475045773 -0.1073842191 0.0578556507 0.0159687107
#> mhs_tag_mean -0.0366038485 -0.0394498747 -0.0115101116 0.0173012036
#> rms_tag_mean 0.0115199797 -0.0082958382 -0.0488313743 -0.0214364262
#> gain_tag_mean -0.0088493623 0.0065038494 -0.0199788532 0.0066509129
#> mfcc1_tag_mean -0.0067798822 -0.0197994836 -0.0175867523 -0.0165574102
#> mfcc2_tag_mean 0.0383623645 0.0816144509 -0.0692940863 -0.0507343273
#> mfcc3_tag_mean 0.0132296807 -0.0269009735 -0.0180555976 0.0153305493
#> mfcc4_tag_mean -0.0043802243 0.0042415852 -0.0442284344 0.0167062697
#> mfcc5_tag_mean 0.0301916673 0.0017152651 0.0081346287 -0.0214172217
#> mfcc6_tag_mean -0.0187113057 0.0319999829 0.0016250887 0.0048404318
#> mfcc7_tag_mean 0.0331866521 -0.0814652015 -0.1157421217 -0.0089475718
#> mfcc8_tag_mean 0.0286315136 0.0935202895 0.1040984263 -0.0057758956
#> mfcc9_tag_mean -0.0228939302 -0.1090356114 -0.0692007440 0.0017608483
#> mfcc10_tag_mean -0.0087708296 0.1080639975 0.0292098371 0.0188797559
#> mfcc11_tag_mean 0.0447584264 -0.0721240744 -0.0410919100 -0.0884186845
#> mfcc12_tag_mean -0.0053150791 0.0459742637 0.0213251967 0.1634037218
#> df2_tag_mean -0.0078543496 0.0484944556 -0.0144099843 0.0080256322
#> df3_tag_mean -0.0364321334 0.0272298926 -0.0101021248 0.0329827518
#> df4_tag_mean 0.0212648845 0.0013674194 -0.0396697181 0.0067221310
#> df5_tag_mean -0.0374658049 -0.0063128376 -0.1338783186 -0.0170161407
#> df6_tag_mean -0.0457718943 0.0157105883 -0.0766252878 0.0504616278
#> df7_tag_mean -0.0073371983 0.0489772299 -0.0285034433 0.0396800178
#> df8_tag_mean 0.0199648350 0.0868179355 0.0147692324 -0.0171145206
#> pf1_tag_mean -0.0489067362 -0.0692949739 0.0724539456 0.0060517974
#> pf2_tag_mean -0.0818822744 -0.0418756368 0.0724168059 0.0085068452
#> pf3_tag_mean -0.0843062835 -0.0286752636 0.0648953173 0.0235997552
#> pf4_tag_mean -0.0605197741 -0.0375681450 0.0431224491 0.0206238589
#> pf5_tag_mean -0.0773705671 -0.0460974798 -0.0155703337 0.0146169545
#> pf6_tag_mean -0.0807493272 -0.0376401608 -0.0308310565 0.0334307780
#> pf7_tag_mean -0.0812031141 -0.0304697641 -0.0250979736 0.0405123751
#> pf8_tag_mean -0.0847488654 -0.0187234265 -0.0098061441 0.0363355183
#> rf1_tag_mean -0.0158448043 -0.0267522550 -0.0379068316 0.0349599158
#> rf2_tag_mean -0.0115148523 -0.0428629575 -0.0159358036 0.0197219353
#> rf3_tag_mean 0.0143252118 -0.0310864987 -0.0385664983 0.0063764062
#> rf4_tag_mean -0.0233284438 -0.0108867211 -0.0044295006 0.0216925842
#> rf5_tag_mean -0.0003555904 0.0021389569 0.0510384756 0.0487530137
#> rf6_tag_mean 0.0215345736 -0.0064195561 0.0148963115 -0.0116413472
#> rf7_tag_mean -0.0046375601 -0.0260106848 -0.0251269142 -0.0014902135
#> rf8_tag_mean -0.0258099382 -0.0486665314 -0.0402893789 0.0344828553
#> rcf2_tag_mean 0.0030270686 -0.0376954219 -0.0347681014 0.0237549820
#> rcf3_tag_mean 0.0406891383 -0.0323697423 -0.0501673680 0.0036876169
#> rcf4_tag_mean 0.0325366256 -0.0096650520 -0.0375169096 0.0005084768
#> rcf5_tag_mean 0.0447507640 0.0106115922 0.0090266743 0.0181484132
#> rcf6_tag_mean 0.0596828020 0.0186410165 0.0201312315 -0.0044395689
#> rcf7_tag_mean 0.0650309960 0.0184978943 0.0139490449 -0.0151732580
#> rcf8_tag_mean 0.0689567563 0.0122432326 0.0043367100 -0.0132305701
#> rpf2_tag_mean -0.0141624842 -0.0369003653 -0.0260336041 0.0263029195
#> rpf3_tag_mean -0.0054973550 -0.0360070821 -0.0303803156 0.0205696127
#> rpf4_tag_mean -0.0112681205 -0.0283916164 -0.0241783928 0.0202559624
#> rpf5_tag_mean -0.0089473413 -0.0217664327 -0.0069501201 0.0266202863
#> rpf6_tag_mean -0.0027988965 -0.0185923748 -0.0027690761 0.0181914080
#> rpf7_tag_mean -0.0031840554 -0.0198462389 -0.0056541364 0.0154937846
#> rpf8_tag_mean -0.0056660874 -0.0234818508 -0.0098553735 0.0180102696
#> f0_tag_sd -0.0756189371 0.0094963026 0.0066800491 -0.0435632152
#> f1_tag_sd 0.0374862431 -0.0577505577 -0.0175324632 -0.0482908062
#> f2_tag_sd 0.0564683801 -0.0977335903 -0.0075925374 -0.0023185932
#> f3_tag_sd 0.1045001459 0.0172260290 0.0415771956 0.0773164272
#> f4_tag_sd -0.0579320362 0.0509703842 -0.0330655535 0.0242222459
#> f5_tag_sd -0.0214193948 0.0553348442 0.0420534337 0.1105791787
#> f6_tag_sd 0.1088042367 -0.0287743993 0.0082458876 0.0825096389
#> f7_tag_sd 0.0173304944 0.0643489511 0.0169453741 -0.0155033618
#> f8_tag_sd 0.0581259996 -0.0532773351 -0.0219955750 0.0069622580
#> zcr1_tag_sd -0.0681523910 -0.0570673095 0.1018419236 -0.0047090833
#> mhs_tag_sd -0.0719227227 0.0026399333 0.0030308301 -0.0118733446
#> rms_tag_sd -0.0172131585 -0.0302380401 0.0933280807 -0.0136426093
#> gain_tag_sd -0.0749355445 0.0097255078 0.0222874541 0.0783156476
#> mfcc1_tag_sd -0.0596352007 -0.0122469286 0.0778796080 0.0169012914
#> mfcc2_tag_sd 0.0183353532 -0.0192025974 0.1557623330 -0.0962170437
#> mfcc3_tag_sd -0.0034817113 -0.1723921143 0.0686736704 0.0606260406
#> mfcc4_tag_sd -0.0400068566 -0.0306060985 -0.0013100109 0.0159107634
#> mfcc5_tag_sd 0.0126699524 0.0860951414 -0.0302357114 -0.0432113539
#> mfcc6_tag_sd -0.0513521254 -0.0156578087 -0.0429115424 -0.0041101983
#> mfcc7_tag_sd 0.0234827724 -0.1034450799 -0.0357062428 0.1060160842
#> mfcc8_tag_sd 0.0145481305 -0.0358695672 -0.0564695197 -0.0446217462
#> mfcc9_tag_sd 0.1102796980 -0.0280355841 -0.0530960066 0.0139441928
#> mfcc10_tag_sd 0.1069276102 0.0248257039 0.0559918664 0.0911981301
#> mfcc11_tag_sd 0.0843090209 -0.0090299850 0.0275192868 0.0250839409
#> mfcc12_tag_sd 0.1036223780 -0.0486775744 -0.0763126514 0.0748861100
#> df2_tag_sd 0.0405405935 -0.1031339557 0.0008154537 -0.0684522937
#> df3_tag_sd 0.0852345978 -0.0215229346 0.0639278883 0.0215624929
#> df4_tag_sd -0.0410249864 -0.0268766315 -0.0362250662 -0.0164416073
#> df5_tag_sd -0.0232965660 0.0036467542 0.0959155608 0.0718544786
#> df6_tag_sd 0.0854014654 -0.0674474492 0.0584172597 0.0202934136
#> df7_tag_sd 0.0152112409 -0.0267907487 0.0742102219 -0.0232787297
#> df8_tag_sd 0.0472540140 -0.0682274068 0.0073905957 0.0031703156
#> pf1_tag_sd 0.0374862431 -0.0577505577 -0.0175324632 -0.0482908062
#> pf2_tag_sd 0.0593647105 -0.0825392783 -0.0030452939 -0.0032636423
#> pf3_tag_sd 0.0819128686 -0.0516014105 0.0089324965 0.0041129147
#> pf4_tag_sd 0.0429143424 -0.0007505966 -0.0086777474 0.0129605279
#> pf5_tag_sd 0.0392185794 0.0260798716 -0.0134579297 0.0379756218
#> pf6_tag_sd 0.0501224462 0.0314825919 -0.0269840991 0.0410772249
#> pf7_tag_sd 0.0447644252 0.0494382178 -0.0477178301 0.0349683650
#> pf8_tag_sd 0.0427956014 0.0395187922 -0.0551368556 0.0330414476
#> rf1_tag_sd -0.1010070191 0.0090976437 -0.0376927973 -0.0312518426
#> rf2_tag_sd -0.0448509274 -0.0323687165 0.0025723841 -0.0350864595
#> rf3_tag_sd -0.0176876743 0.0221295489 0.0428035166 0.0154925168
#> rf4_tag_sd -0.1078945929 0.0423282148 -0.0159030433 -0.0197004081
#> rf5_tag_sd -0.0891395027 0.0320283914 0.0231010126 0.0864559176
#> rf6_tag_sd -0.0394547788 0.0474787204 0.0262921296 0.0433231415
#> rf7_tag_sd -0.0554679408 0.0203496642 0.0048115514 -0.0128958643
#> rf8_tag_sd -0.0465839499 0.0045824629 -0.0026656381 -0.0392799654
#> rcf2_tag_sd -0.0291084896 -0.0212023154 -0.0462574748 -0.0211378140
#> rcf3_tag_sd 0.0421450839 -0.0002421834 -0.0128621178 0.0126463044
#> rcf4_tag_sd 0.0118162749 0.0266464136 -0.0085030127 0.0084044377
#> rcf5_tag_sd 0.0113280289 0.0445095713 -0.0100676751 0.0636026946
#> rcf6_tag_sd 0.0278721225 0.0590526305 -0.0261613430 0.0786940565
#> rcf7_tag_sd 0.0254276394 0.0692332289 -0.0502790191 0.0728506560
#> rcf8_tag_sd 0.0226495646 0.0653672016 -0.0536784905 0.0646835898
#> rpf2_tag_sd -0.0786970392 0.0055009025 -0.0226616923 -0.0288613895
#> rpf3_tag_sd -0.0609246719 0.0131376828 0.0018336345 -0.0219598633
#> rpf4_tag_sd -0.0742448022 0.0210115458 0.0047146541 -0.0236738917
#> rpf5_tag_sd -0.0783801457 0.0267928063 0.0040265028 -0.0097615475
#> rpf6_tag_sd -0.0747909036 0.0296612978 0.0028792852 -0.0076679510
#> rpf7_tag_sd -0.0756245040 0.0284420573 -0.0034033857 -0.0096616795
#> rpf8_tag_sd -0.0761432066 0.0262535089 -0.0060535992 -0.0156271681
#> f0_tag_vc -0.0764683583 0.0431369080 0.0339090578 -0.1168595487
#> f1_tag_vc 0.0634793485 -0.0041349066 -0.0377571484 -0.0337269450
#> f2_tag_vc 0.0625617432 -0.0870060846 -0.0157930836 -0.0031029802
#> f3_tag_vc 0.1143959465 0.0150565013 0.0322176146 0.0631017340
#> f4_tag_vc -0.0574004631 0.0573412033 -0.0301446395 0.0223776683
#> f5_tag_vc -0.0085371101 0.0668345990 0.0716983852 0.1180940079
#> f6_tag_vc 0.1351510614 -0.0265386596 0.0266845762 0.0669014076
#> f7_tag_vc 0.0202714382 0.0562913444 0.0116097469 -0.0191517175
#> f8_tag_vc 0.0534258455 -0.0568681357 -0.0280974780 0.0080890271
#> zcr1_tag_vc -0.0019780272 0.0959497674 0.0293965304 -0.0700486951
#> mhs_tag_vc -0.0555178770 0.0451528718 0.0199118662 -0.0392097505
#> rms_tag_vc -0.0193136994 -0.0422841433 0.0884205461 -0.0136447948
#> gain_tag_vc -0.0643109849 -0.0083268684 0.0188350637 0.0497810425
#> mfcc1_tag_vc -0.0475241268 -0.0356715679 0.0545880213 -0.0057311115
#> mfcc2_tag_vc -0.0094008812 -0.0687133768 0.1201258055 0.0094117922
#> mfcc3_tag_vc -0.0071588093 -0.0555080367 0.0698439128 -0.1532982701
#> mfcc4_tag_vc 0.0208147857 -0.0529579049 0.1264708220 0.0375531946
#> mfcc5_tag_vc 0.0021923770 0.0564722860 0.0413538395 0.1585692883
#> mfcc6_tag_vc 0.0217607674 -0.0508802207 0.1285787758 0.0454146911
#> mfcc7_tag_vc -0.0078092051 0.0810493953 0.1020029052 0.0432042194
#> mfcc8_tag_vc -0.0105681483 0.0960952432 0.0536974226 0.0585853603
#> mfcc9_tag_vc -0.0328537518 -0.0716333270 -0.0268668592 0.1041437574
#> mfcc10_tag_vc -0.0927291048 -0.0003510600 0.0382348839 0.0436115957
#> mfcc11_tag_vc 0.1205946454 0.0647724779 -0.0571190852 -0.0099095795
#> mfcc12_tag_vc -0.1527515013 -0.0393304536 -0.0335685667 0.0272391260
#> df2_tag_vc 0.0405132490 -0.1121062384 0.0106636547 -0.0533257859
#> df3_tag_vc 0.0817097284 -0.0314327748 0.0621468609 0.0086561245
#> df4_tag_vc -0.0406780509 -0.0261124167 -0.0189695205 -0.0157755424
#> df5_tag_vc -0.0123542040 0.0048956308 0.1505191237 0.0806897331
#> df6_tag_vc 0.1014165588 -0.0752255377 0.0853883911 0.0058003210
#> df7_tag_vc 0.0136922541 -0.0329881717 0.0681925063 -0.0259525210
#> df8_tag_vc 0.0408521749 -0.0759374969 0.0043981024 0.0041404834
#> pf1_tag_vc -0.0247273362 -0.0922973697 -0.0124271128 -0.0176055025
#> pf2_tag_vc -0.0248527140 0.0637400140 0.0462255188 -0.0690609393
#> pf3_tag_vc -0.1133393601 -0.0055843183 0.1334093854 0.0889637336
#> pf4_tag_vc -0.0571121306 -0.0336781509 0.1526686406 0.0783868902
#> pf5_tag_vc -0.1126140860 0.0234396179 0.0388941302 0.0706920974
#> pf6_tag_vc -0.1223636989 0.1028317728 0.0126680018 0.0306762261
#> pf7_tag_vc 0.0506103690 -0.1387294494 0.0437909168 0.0074858972
#> pf8_tag_vc -0.0544265779 -0.0514895697 0.0137086296 0.0437964949
#> rf1_tag_vc -0.1221439851 -0.0616965441 -0.0228929743 -0.0900352232
#> rf2_tag_vc -0.0439476434 0.0668362515 -0.0523052288 -0.0125623897
#> rf3_tag_vc -0.0983822683 0.0870203099 -0.0224541586 0.0351609498
#> rf4_tag_vc -0.0499509591 0.0134433061 -0.0548426465 -0.0330428978
#> rf5_tag_vc -0.0442760094 -0.0086292597 -0.0669477267 0.1360312738
#> rf6_tag_vc -0.0464448117 -0.0404092640 -0.0483139059 -0.1062739612
#> rf7_tag_vc -0.0134374890 -0.0323004856 0.0280879123 0.1631888464
#> rf8_tag_vc -0.0278291268 -0.0301759066 0.0098826378 0.1876422106
#> rcf2_tag_vc -0.1010964036 -0.0604531246 0.0006821129 -0.1087204418
#> rcf3_tag_vc 0.0253378954 0.0108998722 -0.0447020993 0.1141868785
#> rcf4_tag_vc 0.0537707191 0.0505075664 -0.0099361311 0.0919554954
#> rcf5_tag_vc 0.0131947006 -0.0607148250 -0.0623875268 0.1206343034
#> rcf6_tag_vc 0.0125983351 -0.0698607490 -0.0638519518 0.1227476568
#> rcf7_tag_vc -0.0174503961 0.1157297562 0.0696939323 -0.1208185005
#> rcf8_tag_vc -0.0122101786 0.1538889163 0.0567515537 -0.0832086763
#> rpf2_tag_vc -0.0110274519 -0.1513549236 -0.0214771759 0.0009384094
#> rpf3_tag_vc -0.0421641336 0.0697266747 -0.0449710005 0.0316854877
#> rpf4_tag_vc -0.0500600927 0.0428922942 -0.0499217033 0.0179255885
#> rpf5_tag_vc -0.0395417142 0.0060933770 -0.0622369620 -0.0462083260
#> rpf6_tag_vc -0.0415504412 -0.0021207535 -0.0622324057 -0.0549788487
#> rpf7_tag_vc -0.0354023700 -0.0029892878 -0.0598437926 -0.0694990575
#> rpf8_tag_vc -0.0253251844 0.0017216080 -0.0549385049 -0.0916877045
#> f0_tag_median -0.0201935795 -0.0279315265 -0.0370115432 0.0458329885
#> f1_tag_median -0.0467200505 -0.0526257460 0.0724972392 0.0278448271
#> f2_tag_median -0.0265053837 0.0158053672 0.0139779854 -0.0074132546
#> f3_tag_median -0.0979966466 0.0115536417 0.0547402988 0.0228514958
#> f4_tag_median -0.0194536475 -0.0440645133 -0.0194919318 -0.0266934523
#> f5_tag_median -0.0729634426 -0.0481606111 -0.1369905958 0.0028718931
#> f6_tag_median -0.0744535511 -0.0096859520 -0.0660209218 0.0741137794
#> f7_tag_median -0.0646579156 0.0040644449 -0.0031355236 0.0679437293
#> f8_tag_median -0.0270158316 0.0329928377 0.0780955200 -0.0200589819
#> zcr1_tag_median -0.0337815818 -0.1303882739 0.0439971466 0.0186541676
#> mhs_tag_median -0.0213763959 -0.0261951281 -0.0364896949 0.0365154489
#> rms_tag_median 0.0034100917 -0.0016117567 -0.0509197054 -0.0250593104
#> gain_tag_median -0.0252646724 0.0048180195 -0.0172815486 0.0087834680
#> mfcc1_tag_median -0.0158146431 -0.0218788000 -0.0129530868 -0.0144929408
#> mfcc2_tag_median 0.0209178545 0.0862256268 -0.0929344491 -0.0462703814
#> mfcc3_tag_median 0.0116938528 -0.0243203675 -0.0156137056 0.0187398582
#> mfcc4_tag_median -0.0019318686 0.0063877258 -0.0479068024 0.0145079624
#> mfcc5_tag_median 0.0272653528 0.0005820548 -0.0040329119 -0.0239005538
#> mfcc6_tag_median -0.0150486552 0.0311067615 0.0013768179 0.0037874281
#> mfcc7_tag_median 0.0315239984 -0.0836647753 -0.1110918735 -0.0096859370
#> mfcc8_tag_median 0.0289026665 0.0913432785 0.1028667567 -0.0116287571
#> mfcc9_tag_median -0.0170572817 -0.1112815666 -0.0701013173 -0.0035157316
#> mfcc10_tag_median -0.0098464167 0.1087364050 0.0368990133 0.0208656107
#> mfcc11_tag_median 0.0450944152 -0.0752208276 -0.0431553070 -0.0889971428
#> mfcc12_tag_median -0.0078724391 0.0493095097 0.0236421881 0.1605269500
#> df2_tag_median 0.0020036802 0.0369495559 -0.0342568136 0.0042389892
#> df3_tag_median -0.0581133089 0.0196765119 0.0032705170 0.0237572186
#> df4_tag_median 0.0192210509 -0.0162519827 -0.0282453413 -0.0138653735
#> df5_tag_median -0.0521684012 -0.0184974002 -0.1067508381 -0.0142452880
#> df6_tag_median -0.0447447790 0.0058703525 -0.0619022354 0.0601793776
#> df7_tag_median -0.0218330716 0.0320612408 -0.0189991449 0.0549065889
#> df8_tag_median 0.0133858830 0.0689373897 0.0299357172 -0.0113254856
#> pf1_tag_median -0.0467200505 -0.0526257460 0.0724972392 0.0278448271
#> pf2_tag_median -0.0669711491 -0.0314894420 0.0850029545 -0.0128370097
#> pf3_tag_median -0.0889108137 0.0009681741 0.0789090950 0.0207175107
#> pf4_tag_median -0.0761370459 -0.0170343643 0.0517632771 0.0093840776
#> pf5_tag_median -0.0995059863 -0.0427014458 -0.0168683192 -0.0018828531
#> pf6_tag_median -0.1020303325 -0.0419385010 -0.0351074781 0.0270979916
#> pf7_tag_median -0.1056980470 -0.0343082040 -0.0315548464 0.0359850431
#> pf8_tag_median -0.1148157712 -0.0193726076 -0.0129090384 0.0313002699
#> rf1_tag_median -0.0093748073 -0.0075579960 -0.0763550125 0.0274652922
#> rf2_tag_median -0.0044822363 -0.0362223715 -0.0105852347 0.0163445818
#> rf3_tag_median 0.0364242170 -0.0283955609 -0.0729366888 0.0125188895
#> rf4_tag_median 0.0003819225 -0.0161744113 -0.0119237442 0.0349444960
#> rf5_tag_median 0.0142029926 0.0096191972 0.0469310414 0.0523825833
#> rf6_tag_median 0.0282358855 -0.0058270260 0.0036170424 -0.0123937743
#> rf7_tag_median 0.0081267542 -0.0282738731 -0.0340016996 -0.0013369373
#> rf8_tag_median -0.0146090730 -0.0435374376 -0.0580416941 0.0389945829
#> rcf2_tag_median 0.0051207672 -0.0223958508 -0.0353982262 0.0211415678
#> rcf3_tag_median 0.0484762016 -0.0254562409 -0.0570946345 -0.0010755362
#> rcf4_tag_median 0.0475213307 -0.0105810672 -0.0398993663 0.0073113429
#> rcf5_tag_median 0.0639276850 0.0108434083 0.0034849758 0.0319526993
#> rcf6_tag_median 0.0730095355 0.0250084273 0.0131734075 0.0087547221
#> rcf7_tag_median 0.0781089638 0.0259818264 0.0074403343 -0.0022283485
#> rcf8_tag_median 0.0823259524 0.0231475529 -0.0047305957 0.0015248927
#> rpf2_tag_median -0.0075844751 -0.0232661156 -0.0340743207 0.0262238892
#> rpf3_tag_median 0.0062135256 -0.0257741411 -0.0419624072 0.0228209196
#> rpf4_tag_median 0.0050339502 -0.0246294851 -0.0364224200 0.0264596236
#> rpf5_tag_median 0.0062933994 -0.0163164573 -0.0198664175 0.0358938814
#> rpf6_tag_median 0.0115206987 -0.0147177231 -0.0163075142 0.0271751099
#> rpf7_tag_median 0.0107790945 -0.0169736368 -0.0205306440 0.0240591613
#> rpf8_tag_median 0.0071053852 -0.0199793176 -0.0265500203 0.0271839463
#> f0_tag_iqr -0.0724257892 -0.0678939131 0.0137899379 0.0032597119
#> f1_tag_iqr 0.0109950349 -0.0183113568 -0.0508545419 -0.0213561861
#> f2_tag_iqr 0.0440790656 -0.0713128892 0.0464895914 -0.0481677599
#> f3_tag_iqr 0.0603318026 0.0223265561 0.0363371216 0.0994120163
#> f4_tag_iqr -0.0449716106 0.0517976560 -0.0025706277 0.0199432814
#> f5_tag_iqr -0.0034606098 0.0816350403 0.0399916671 0.0852202497
#> f6_tag_iqr 0.1011812859 -0.0770066309 -0.0918671589 0.0489168977
#> f7_tag_iqr 0.0102384289 0.0613307191 0.1058323236 -0.0377109636
#> f8_tag_iqr 0.0490017395 -0.0619529915 0.1361146805 -0.0235156142
#> zcr1_tag_iqr -0.0131497912 -0.1401465627 0.0321208656 0.0170426171
#> mhs_tag_iqr -0.0694319890 -0.0695225754 -0.0149762731 0.0395534067
#> rms_tag_iqr -0.0131192016 -0.0524679168 0.0947664684 -0.0101937177
#> gain_tag_iqr -0.0800591243 -0.0065059077 0.0311851908 0.0719788654
#> mfcc1_tag_iqr -0.0618611831 -0.0269128014 0.0747639636 0.0204666109
#> mfcc2_tag_iqr 0.0268965302 -0.0249589051 0.1326332041 -0.1302783801
#> mfcc3_tag_iqr -0.0282961325 -0.1459209563 0.0340647715 0.0708599579
#> mfcc4_tag_iqr -0.0466735687 -0.0490513564 -0.0440061459 0.0108092601
#> mfcc5_tag_iqr -0.0146953109 0.0822531042 -0.0870042901 -0.0724635215
#> mfcc6_tag_iqr -0.0512208703 -0.0199105920 -0.0689219697 0.0107354542
#> mfcc7_tag_iqr 0.0058429032 -0.0932854314 -0.0333666779 0.0747346118
#> mfcc8_tag_iqr 0.0082907292 -0.0231013280 -0.0684394374 0.0077008062
#> mfcc9_tag_iqr 0.1171559322 -0.0028255920 -0.0647809626 0.0257759573
#> mfcc10_tag_iqr 0.1118557608 0.0311839615 0.0477121490 0.0760260413
#> mfcc11_tag_iqr 0.0878561350 -0.0014282776 0.0262838733 0.0238499992
#> mfcc12_tag_iqr 0.0961040712 -0.0381045373 -0.0765602843 0.0862849944
#> df2_tag_iqr 0.0384284884 -0.0957381536 -0.0164892468 -0.0981396187
#> df3_tag_iqr 0.0321750322 0.0001628058 0.0383433364 0.0412844539
#> df4_tag_iqr -0.0370960170 -0.0575704767 -0.0390465311 -0.0309353105
#> df5_tag_iqr -0.0157040660 0.0021223558 0.1182254046 0.0401533293
#> df6_tag_iqr 0.0527549541 -0.1028833903 0.0540187068 0.0241080472
#> df7_tag_iqr -0.0035086429 0.0066869477 0.0700615316 0.0311804857
#> df8_tag_iqr 0.0408312175 -0.0570680130 0.0205888484 0.0236958802
#> pf1_tag_iqr 0.0109950349 -0.0183113568 -0.0508545419 -0.0213561861
#> pf2_tag_iqr 0.0372212370 -0.0275728079 0.0062185976 0.0009847522
#> pf3_tag_iqr 0.0460421522 -0.0104875355 0.0181490589 0.0051923109
#> pf4_tag_iqr 0.0113787845 0.0222822815 0.0207984326 0.0040013695
#> pf5_tag_iqr 0.0188976538 0.0428016113 0.0092785769 0.0246851996
#> pf6_tag_iqr 0.0427473581 0.0620343397 -0.0012054832 0.0476065097
#> pf7_tag_iqr 0.0365598706 0.0854192939 -0.0227365040 0.0420527917
#> pf8_tag_iqr 0.0343700963 0.0740937191 -0.0215683199 0.0493084722
#> rf1_tag_iqr -0.0845044566 -0.0003477580 -0.1142492081 -0.0034831565
#> rf2_tag_iqr 0.0086470242 -0.0573549529 0.0334291990 -0.0781133773
#> rf3_tag_iqr 0.0213638299 -0.0572646161 0.0303155762 0.0615174208
#> rf4_tag_iqr -0.0769738998 0.0266228752 -0.0363173395 0.0192285837
#> rf5_tag_iqr -0.0569433113 -0.0103183057 0.0128883992 0.1280057895
#> rf6_tag_iqr 0.0210101353 -0.0227399169 -0.0337452584 0.1283774654
#> rf7_tag_iqr -0.0309745581 -0.0190018420 0.0159666832 0.0224580975
#> rf8_tag_iqr -0.0039455985 -0.0282261141 -0.0136733903 -0.0285449750
#> rcf2_tag_iqr 0.0109637199 0.0056305030 -0.0228931186 -0.0683772740
#> rcf3_tag_iqr 0.0466184320 -0.0129186925 0.0010687698 -0.0345819801
#> rcf4_tag_iqr 0.0100403813 0.0151965137 0.0275980693 -0.0247323620
#> rcf5_tag_iqr 0.0017392752 0.0267077411 0.0132081519 0.0212324440
#> rcf6_tag_iqr 0.0304236582 0.0372195196 0.0007565621 0.0639495595
#> rcf7_tag_iqr 0.0226012649 0.0596603166 -0.0218893136 0.0640652885
#> rcf8_tag_iqr 0.0079557218 0.0742318004 -0.0140213135 0.0485370119
#> rpf2_tag_iqr -0.0316214384 -0.0097766112 -0.0245202340 -0.0450085734
#> rpf3_tag_iqr -0.0181832768 -0.0284698976 0.0044336670 -0.0114426236
#> rpf4_tag_iqr -0.0461001050 -0.0193772159 0.0124952442 -0.0015729357
#> rpf5_tag_iqr -0.0513428491 -0.0201252810 0.0108097198 0.0288054179
#> rpf6_tag_iqr -0.0418494578 -0.0276306361 0.0102287342 0.0444716174
#> rpf7_tag_iqr -0.0491618126 -0.0314732371 -0.0039081889 0.0419533728
#> rpf8_tag_iqr -0.0554932762 -0.0365199790 -0.0122509260 0.0318441235
#> f0_tag_mad -0.0681291870 -0.0581712768 -0.0013768955 0.0199207818
#> f1_tag_mad 0.0143479890 -0.0263176011 -0.0387294961 -0.0186917771
#> f2_tag_mad 0.0505622384 -0.0706482004 0.0415862077 -0.0512844274
#> f3_tag_mad 0.0423354266 0.0120276313 0.0388188398 0.1006875400
#> f4_tag_mad -0.0557685157 0.0607205070 -0.0183599546 0.0135293563
#> f5_tag_mad -0.0073121826 0.0729233515 -0.0266460656 0.0978806234
#> f6_tag_mad 0.0881545781 -0.0547111369 -0.1161354489 0.0405595716
#> f7_tag_mad 0.0085018736 0.0601819947 0.0994579880 -0.0379446778
#> f8_tag_mad 0.0286011029 -0.0636480265 0.1718968600 -0.0338943493
#> zcr1_tag_mad -0.0132591420 -0.1486109614 0.0434287752 0.0231963820
#> mhs_tag_mad -0.0665279665 -0.0625753560 -0.0228505774 0.0553675074
#> rms_tag_mad -0.0031634559 -0.0577417132 0.0996877198 -0.0109542927
#> gain_tag_mad -0.0794099018 -0.0078998305 0.0259481634 0.0669393868
#> mfcc1_tag_mad -0.0574317753 -0.0285566902 0.0744997802 0.0161221455
#> mfcc2_tag_mad 0.0257513045 -0.0241828452 0.1287083101 -0.1331180894
#> mfcc3_tag_mad -0.0272289943 -0.1470890086 0.0327639319 0.0692795863
#> mfcc4_tag_mad -0.0463135214 -0.0448380448 -0.0635684482 0.0072983755
#> mfcc5_tag_mad -0.0171645528 0.0860478885 -0.0804403582 -0.0628556759
#> mfcc6_tag_mad -0.0501804240 -0.0207666899 -0.0696332996 0.0144516607
#> mfcc7_tag_mad 0.0062001468 -0.0922168719 -0.0364801875 0.0749952488
#> mfcc8_tag_mad 0.0092608347 -0.0216245440 -0.0701759620 0.0095161623
#> mfcc9_tag_mad 0.1173828899 -0.0011138394 -0.0655135059 0.0300528493
#> mfcc10_tag_mad 0.1121139134 0.0311675598 0.0475816915 0.0762468026
#> mfcc11_tag_mad 0.0890318555 -0.0010285451 0.0266536685 0.0233264614
#> mfcc12_tag_mad 0.0965638729 -0.0370107382 -0.0744821496 0.0864061435
#> df2_tag_mad 0.0415681600 -0.0938000509 -0.0156669815 -0.0984724396
#> df3_tag_mad 0.0245917666 0.0016459498 0.0377788980 0.0394811422
#> df4_tag_mad -0.0351690021 -0.0633064823 -0.0400653210 -0.0274357077
#> df5_tag_mad -0.0188533091 -0.0016216947 0.1224428695 0.0308712902
#> df6_tag_mad 0.0539754142 -0.1012903483 0.0572991458 0.0309415524
#> df7_tag_mad -0.0085869326 0.0040169817 0.0699471024 0.0323764049
#> df8_tag_mad 0.0375431938 -0.0610134859 0.0198055585 0.0280714803
#> pf1_tag_mad 0.0143479890 -0.0263176011 -0.0387294961 -0.0186917771
#> pf2_tag_mad 0.0380953259 -0.0360182998 0.0048690729 0.0088501142
#> pf3_tag_mad 0.0475734654 -0.0142557696 0.0151786418 0.0128865815
#> pf4_tag_mad 0.0110305632 0.0211439189 0.0213615017 0.0082893936
#> pf5_tag_mad 0.0123399089 0.0411357326 0.0058078649 0.0225055690
#> pf6_tag_mad 0.0381041136 0.0595926466 -0.0055367751 0.0467534300
#> pf7_tag_mad 0.0343820060 0.0848828623 -0.0269993351 0.0402937995
#> pf8_tag_mad 0.0328713938 0.0753438533 -0.0199983430 0.0458182123
#> rf1_tag_mad -0.0734212824 -0.0106363826 -0.0918538238 -0.0011354028
#> rf2_tag_mad 0.0099282929 -0.0577432835 0.0368706764 -0.0799340147
#> rf3_tag_mad 0.0180497240 -0.0572187201 0.0207903687 0.0624900019
#> rf4_tag_mad -0.0829627436 0.0339405612 -0.0442824503 0.0066516834
#> rf5_tag_mad -0.0559264259 -0.0140809303 0.0077903484 0.1255021748
#> rf6_tag_mad 0.0240739735 -0.0207488307 -0.0318805827 0.1318392994
#> rf7_tag_mad -0.0305097940 -0.0183285505 0.0131706504 0.0186597436
#> rf8_tag_mad -0.0093188049 -0.0274177289 -0.0030384424 -0.0334703851
#> rcf2_tag_mad 0.0120911408 0.0054051871 -0.0139001421 -0.0634358044
#> rcf3_tag_mad 0.0484211192 -0.0123148873 0.0013934134 -0.0371171150
#> rcf4_tag_mad 0.0136204526 0.0134241263 0.0268626850 -0.0277108230
#> rcf5_tag_mad 0.0053035279 0.0259235698 0.0088117752 0.0177899179
#> rcf6_tag_mad 0.0324114833 0.0402152155 -0.0026041040 0.0618534863
#> rcf7_tag_mad 0.0233147629 0.0606290065 -0.0231282806 0.0623145233
#> rcf8_tag_mad 0.0094315973 0.0800328127 -0.0139523360 0.0479158668
#> rpf2_tag_mad -0.0294155529 -0.0060506294 -0.0199991989 -0.0491647752
#> rpf3_tag_mad -0.0153504455 -0.0233595691 0.0047364083 -0.0141710249
#> rpf4_tag_mad -0.0421995823 -0.0158292414 0.0095580257 -0.0038043520
#> rpf5_tag_mad -0.0505565574 -0.0231888354 0.0045611896 0.0301563163
#> rpf6_tag_mad -0.0405284436 -0.0327929069 0.0023939414 0.0484481885
#> rpf7_tag_mad -0.0475579791 -0.0356101888 -0.0097123322 0.0462852891
#> rpf8_tag_mad -0.0535159636 -0.0402771405 -0.0197678835 0.0366037178
#> PC9
#> f0_tag_mean 1.861042e-02
#> f1_tag_mean -9.680749e-02
#> f2_tag_mean -5.411908e-02
#> f3_tag_mean -9.435640e-02
#> f4_tag_mean 1.370658e-01
#> f5_tag_mean 1.099533e-01
#> f6_tag_mean -1.761801e-01
#> f7_tag_mean -4.314105e-01
#> f8_tag_mean 4.063240e-01
#> zcr1_tag_mean 2.855152e-02
#> mhs_tag_mean -3.546599e-02
#> rms_tag_mean 1.048478e-02
#> gain_tag_mean 1.134995e-02
#> mfcc1_tag_mean 1.174470e-02
#> mfcc2_tag_mean -3.558465e-02
#> mfcc3_tag_mean 9.398309e-03
#> mfcc4_tag_mean -2.106147e-02
#> mfcc5_tag_mean 4.362098e-03
#> mfcc6_tag_mean 1.147933e-03
#> mfcc7_tag_mean 3.442115e-03
#> mfcc8_tag_mean 6.202639e-03
#> mfcc9_tag_mean 3.219452e-03
#> mfcc10_tag_mean 3.684059e-03
#> mfcc11_tag_mean -8.776549e-03
#> mfcc12_tag_mean 1.320993e-02
#> df2_tag_mean 6.828519e-02
#> df3_tag_mean -3.044151e-02
#> df4_tag_mean 1.463296e-02
#> df5_tag_mean -4.245247e-02
#> df6_tag_mean -6.597024e-03
#> df7_tag_mean 1.913955e-01
#> df8_tag_mean 3.036502e-01
#> pf1_tag_mean 1.320510e-02
#> pf2_tag_mean 6.390199e-03
#> pf3_tag_mean 8.794228e-03
#> pf4_tag_mean 1.888870e-03
#> pf5_tag_mean -2.429888e-03
#> pf6_tag_mean -1.242478e-03
#> pf7_tag_mean -3.754353e-03
#> pf8_tag_mean 2.935910e-03
#> rf1_tag_mean -5.972948e-03
#> rf2_tag_mean 6.355085e-03
#> rf3_tag_mean -4.466784e-03
#> rf4_tag_mean 3.558706e-03
#> rf5_tag_mean 6.546720e-03
#> rf6_tag_mean 3.131465e-03
#> rf7_tag_mean 3.485749e-03
#> rf8_tag_mean -5.654633e-03
#> rcf2_tag_mean 3.609656e-03
#> rcf3_tag_mean -1.415274e-03
#> rcf4_tag_mean -1.547899e-04
#> rcf5_tag_mean -3.251963e-03
#> rcf6_tag_mean 3.732498e-03
#> rcf7_tag_mean -3.107818e-03
#> rcf8_tag_mean 8.229785e-05
#> rpf2_tag_mean -4.498694e-04
#> rpf3_tag_mean 1.850142e-03
#> rpf4_tag_mean 3.749715e-04
#> rpf5_tag_mean 4.002530e-03
#> rpf6_tag_mean 4.752935e-03
#> rpf7_tag_mean 4.941045e-03
#> rpf8_tag_mean 2.196983e-03
#> f0_tag_sd -1.556736e-02
#> f1_tag_sd -1.231057e-02
#> f2_tag_sd 2.902349e-02
#> f3_tag_sd -5.886571e-02
#> f4_tag_sd 3.190048e-02
#> f5_tag_sd -6.632571e-03
#> f6_tag_sd -3.802066e-02
#> f7_tag_sd 1.519661e-02
#> f8_tag_sd 1.002967e-02
#> zcr1_tag_sd 1.609049e-02
#> mhs_tag_sd 1.405160e-02
#> rms_tag_sd -4.360237e-04
#> gain_tag_sd 9.565921e-03
#> mfcc1_tag_sd 1.619876e-02
#> mfcc2_tag_sd -6.702111e-03
#> mfcc3_tag_sd 2.045595e-02
#> mfcc4_tag_sd 6.212031e-02
#> mfcc5_tag_sd 4.905779e-02
#> mfcc6_tag_sd 1.338261e-02
#> mfcc7_tag_sd 2.879965e-02
#> mfcc8_tag_sd 8.114752e-03
#> mfcc9_tag_sd 4.390918e-02
#> mfcc10_tag_sd 9.173732e-03
#> mfcc11_tag_sd -5.020836e-02
#> mfcc12_tag_sd 3.484130e-02
#> df2_tag_sd 2.814185e-02
#> df3_tag_sd -2.673394e-02
#> df4_tag_sd 6.726475e-03
#> df5_tag_sd 1.395094e-03
#> df6_tag_sd 1.951004e-02
#> df7_tag_sd 8.943198e-04
#> df8_tag_sd 1.955317e-03
#> pf1_tag_sd 8.579487e-03
#> pf2_tag_sd -1.635351e-02
#> pf3_tag_sd 7.178943e-03
#> pf4_tag_sd 1.877288e-02
#> pf5_tag_sd 4.510217e-02
#> pf6_tag_sd 3.245567e-02
#> pf7_tag_sd -6.174458e-03
#> pf8_tag_sd 3.120397e-02
#> rf1_tag_sd -4.050942e-02
#> rf2_tag_sd -5.201695e-03
#> rf3_tag_sd 3.135428e-02
#> rf4_tag_sd 1.540728e-02
#> rf5_tag_sd -3.171422e-03
#> rf6_tag_sd -1.391804e-03
#> rf7_tag_sd -2.166783e-02
#> rf8_tag_sd -2.143971e-02
#> rcf2_tag_sd -2.271512e-02
#> rcf3_tag_sd -5.872298e-02
#> rcf4_tag_sd 5.702046e-03
#> rcf5_tag_sd -3.810472e-02
#> rcf6_tag_sd -3.500387e-02
#> rcf7_tag_sd 1.528769e-02
#> rcf8_tag_sd 5.820006e-02
#> rpf2_tag_sd -4.486787e-02
#> rpf3_tag_sd -2.957464e-03
#> rpf4_tag_sd 1.308747e-02
#> rpf5_tag_sd -1.061392e-02
#> rpf6_tag_sd -3.240252e-02
#> rpf7_tag_sd 2.898892e-02
#> rpf8_tag_sd -4.746307e-02
#> f0_tag_vc -2.244173e-02
#> f1_tag_vc -9.322602e-03
#> f2_tag_vc 4.265059e-02
#> f3_tag_vc 3.861851e-02
#> f4_tag_vc 3.042103e-02
#> f5_tag_vc -6.996046e-03
#> f6_tag_vc -5.775910e-02
#> f7_tag_vc 2.344801e-02
#> f8_tag_vc 2.861543e-02
#> zcr1_tag_vc -4.753420e-02
#> mhs_tag_vc -2.110192e-02
#> rms_tag_vc 8.066101e-03
#> gain_tag_vc 4.908441e-03
#> mfcc1_tag_vc 1.478727e-02
#> mfcc2_tag_vc 7.167063e-03
#> mfcc3_tag_vc 8.875396e-03
#> mfcc4_tag_vc 2.076520e-02
#> mfcc5_tag_vc 3.756293e-03
#> mfcc6_tag_vc 1.796868e-02
#> mfcc7_tag_vc -1.131622e-02
#> mfcc8_tag_vc 7.256959e-03
#> mfcc9_tag_vc 1.186239e-03
#> mfcc10_tag_vc 1.004756e-02
#> mfcc11_tag_vc -9.471072e-03
#> mfcc12_tag_vc 7.095832e-03
#> df2_tag_vc -2.470966e-02
#> df3_tag_vc -5.032853e-02
#> df4_tag_vc 1.403495e-02
#> df5_tag_vc -6.503032e-04
#> df6_tag_vc 3.982757e-02
#> df7_tag_vc 2.374398e-02
#> df8_tag_vc 3.727185e-03
#> pf1_tag_vc -8.186423e-03
#> pf2_tag_vc -4.763363e-03
#> pf3_tag_vc 3.181971e-02
#> pf4_tag_vc 2.628974e-02
#> pf5_tag_vc 9.932864e-03
#> pf6_tag_vc 3.701429e-03
#> pf7_tag_vc 4.941344e-04
#> pf8_tag_vc -9.042513e-03
#> rf1_tag_vc -7.792821e-03
#> rf2_tag_vc -3.632570e-03
#> rf3_tag_vc 3.045819e-03
#> rf4_tag_vc 7.661044e-03
#> rf5_tag_vc 7.952723e-03
#> rf6_tag_vc 1.073857e-03
#> rf7_tag_vc 4.216061e-03
#> rf8_tag_vc 5.374927e-03
#> rcf2_tag_vc -1.732093e-03
#> rcf3_tag_vc 7.190667e-03
#> rcf4_tag_vc 9.058122e-03
#> rcf5_tag_vc 3.366580e-03
#> rcf6_tag_vc 6.618504e-03
#> rcf7_tag_vc -3.967837e-03
#> rcf8_tag_vc -7.249947e-03
#> rpf2_tag_vc 7.072848e-03
#> rpf3_tag_vc 1.104993e-03
#> rpf4_tag_vc 9.661123e-03
#> rpf5_tag_vc -4.812465e-04
#> rpf6_tag_vc 1.797639e-03
#> rpf7_tag_vc -5.012061e-03
#> rpf8_tag_vc -6.935339e-03
#> f0_tag_median 2.146477e-02
#> f1_tag_median -8.382512e-03
#> f2_tag_median -2.307061e-02
#> f3_tag_median 4.788006e-02
#> f4_tag_median -4.496114e-03
#> f5_tag_median 1.747629e-01
#> f6_tag_median 1.244740e-01
#> f7_tag_median -3.296972e-01
#> f8_tag_median 9.675031e-03
#> zcr1_tag_median 2.744576e-03
#> mhs_tag_median -1.915060e-02
#> rms_tag_median -1.707639e-02
#> gain_tag_median 1.505892e-02
#> mfcc1_tag_median 6.832742e-03
#> mfcc2_tag_median 1.247717e-02
#> mfcc3_tag_median 6.233310e-03
#> mfcc4_tag_median -1.642826e-03
#> mfcc5_tag_median 5.193949e-03
#> mfcc6_tag_median -3.274526e-03
#> mfcc7_tag_median -6.970199e-03
#> mfcc8_tag_median 8.227717e-04
#> mfcc9_tag_median -1.452862e-03
#> mfcc10_tag_median -8.906811e-04
#> mfcc11_tag_median -1.342346e-02
#> mfcc12_tag_median 1.884147e-02
#> df2_tag_median -3.116357e-03
#> df3_tag_median 1.812958e-01
#> df4_tag_median -6.392496e-03
#> df5_tag_median -3.744702e-02
#> df6_tag_median 5.681379e-02
#> df7_tag_median -1.259908e-01
#> df8_tag_median -1.603271e-01
#> pf1_tag_median 2.010392e-02
#> pf2_tag_median 8.808719e-03
#> pf3_tag_median 1.020952e-02
#> pf4_tag_median 5.753061e-03
#> pf5_tag_median 3.223715e-03
#> pf6_tag_median 1.104088e-03
#> pf7_tag_median -1.208866e-03
#> pf8_tag_median 1.373460e-03
#> rf1_tag_median -9.775430e-03
#> rf2_tag_median 2.019332e-03
#> rf3_tag_median -2.897506e-03
#> rf4_tag_median 4.588060e-03
#> rf5_tag_median 4.805540e-03
#> rf6_tag_median 3.098277e-03
#> rf7_tag_median -4.507008e-03
#> rf8_tag_median -6.603043e-03
#> rcf2_tag_median 5.470364e-03
#> rcf3_tag_median -2.115922e-03
#> rcf4_tag_median -6.630473e-03
#> rcf5_tag_median 7.211345e-03
#> rcf6_tag_median -2.361799e-05
#> rcf7_tag_median 7.820992e-04
#> rcf8_tag_median -2.733864e-03
#> rpf2_tag_median -1.864666e-03
#> rpf3_tag_median -1.934421e-03
#> rpf4_tag_median 1.529528e-03
#> rpf5_tag_median -1.138064e-03
#> rpf6_tag_median 4.641889e-03
#> rpf7_tag_median 1.478619e-03
#> rpf8_tag_median -1.066494e-03
#> f0_tag_iqr -1.281450e-02
#> f1_tag_iqr -6.730012e-03
#> f2_tag_iqr -1.487515e-02
#> f3_tag_iqr 3.236859e-03
#> f4_tag_iqr 4.329905e-03
#> f5_tag_iqr 6.796559e-03
#> f6_tag_iqr 9.935640e-02
#> f7_tag_iqr -1.385147e-02
#> f8_tag_iqr 5.737811e-02
#> zcr1_tag_iqr 1.692609e-02
#> mhs_tag_iqr -1.771136e-02
#> rms_tag_iqr 1.019831e-02
#> gain_tag_iqr 6.092936e-03
#> mfcc1_tag_iqr 1.260364e-02
#> mfcc2_tag_iqr -1.333730e-02
#> mfcc3_tag_iqr 2.005401e-02
#> mfcc4_tag_iqr 7.600306e-02
#> mfcc5_tag_iqr 1.060804e-01
#> mfcc6_tag_iqr -1.176724e-02
#> mfcc7_tag_iqr -1.232798e-02
#> mfcc8_tag_iqr -7.701150e-02
#> mfcc9_tag_iqr 1.911419e-02
#> mfcc10_tag_iqr -1.411037e-02
#> mfcc11_tag_iqr -2.881861e-02
#> mfcc12_tag_iqr -4.750751e-02
#> df2_tag_iqr -3.996533e-02
#> df3_tag_iqr 3.603486e-02
#> df4_tag_iqr -2.177990e-02
#> df5_tag_iqr 5.122886e-03
#> df6_tag_iqr 3.456428e-02
#> df7_tag_iqr -3.162924e-02
#> df8_tag_iqr 5.331147e-02
#> pf1_tag_iqr -3.236780e-02
#> pf2_tag_iqr -6.947114e-03
#> pf3_tag_iqr -1.820464e-02
#> pf4_tag_iqr 1.401105e-02
#> pf5_tag_iqr 1.609819e-02
#> pf6_tag_iqr 2.850040e-02
#> pf7_tag_iqr -1.700576e-02
#> pf8_tag_iqr -2.040754e-02
#> rf1_tag_iqr 9.077853e-04
#> rf2_tag_iqr -1.397393e-02
#> rf3_tag_iqr 1.113849e-02
#> rf4_tag_iqr 2.203228e-02
#> rf5_tag_iqr -1.549402e-02
#> rf6_tag_iqr 3.846979e-02
#> rf7_tag_iqr -2.434557e-02
#> rf8_tag_iqr 2.473370e-02
#> rcf2_tag_iqr 3.757626e-03
#> rcf3_tag_iqr -2.717835e-03
#> rcf4_tag_iqr -2.115845e-03
#> rcf5_tag_iqr 3.728306e-04
#> rcf6_tag_iqr 4.018663e-03
#> rcf7_tag_iqr -4.054110e-02
#> rcf8_tag_iqr 2.622372e-02
#> rpf2_tag_iqr 8.096345e-03
#> rpf3_tag_iqr -1.661571e-02
#> rpf4_tag_iqr -1.130435e-02
#> rpf5_tag_iqr 7.826733e-03
#> rpf6_tag_iqr 1.499729e-03
#> rpf7_tag_iqr -1.429788e-02
#> rpf8_tag_iqr -3.205309e-03
#> f0_tag_mad -1.015641e-02
#> f1_tag_mad -2.461751e-02
#> f2_tag_mad -1.667311e-02
#> f3_tag_mad 3.247967e-02
#> f4_tag_mad -1.500081e-02
#> f5_tag_mad -1.521437e-02
#> f6_tag_mad -4.820889e-02
#> f7_tag_mad -4.406632e-02
#> f8_tag_mad -5.033904e-02
#> zcr1_tag_mad 6.058653e-03
#> mhs_tag_mad -5.654502e-03
#> rms_tag_mad 2.346480e-02
#> gain_tag_mad 1.716927e-02
#> mfcc1_tag_mad 1.343425e-02
#> mfcc2_tag_mad 3.606458e-03
#> mfcc3_tag_mad 5.764108e-02
#> mfcc4_tag_mad -1.485739e-02
#> mfcc5_tag_mad 4.051054e-02
#> mfcc6_tag_mad 2.782235e-02
#> mfcc7_tag_mad 3.471451e-02
#> mfcc8_tag_mad -7.426960e-02
#> mfcc9_tag_mad -4.411953e-02
#> mfcc10_tag_mad -2.231827e-02
#> mfcc11_tag_mad -3.116725e-02
#> mfcc12_tag_mad -4.629089e-02
#> df2_tag_mad 1.438907e-02
#> df3_tag_mad -4.621487e-02
#> df4_tag_mad -2.794203e-02
#> df5_tag_mad 1.776567e-02
#> df6_tag_mad 1.845820e-02
#> df7_tag_mad 7.265083e-02
#> df8_tag_mad 2.341036e-02
#> pf1_tag_mad -2.224364e-02
#> pf2_tag_mad 6.789378e-03
#> pf3_tag_mad -7.006219e-03
#> pf4_tag_mad 1.511104e-02
#> pf5_tag_mad -3.628980e-02
#> pf6_tag_mad 3.205039e-02
#> pf7_tag_mad 3.048247e-02
#> pf8_tag_mad -5.681635e-02
#> rf1_tag_mad -8.404472e-03
#> rf2_tag_mad 3.932913e-03
#> rf3_tag_mad -2.573843e-02
#> rf4_tag_mad 6.358955e-03
#> rf5_tag_mad 1.000565e-03
#> rf6_tag_mad 2.239746e-02
#> rf7_tag_mad -2.386620e-02
#> rf8_tag_mad 1.494905e-02
#> rcf2_tag_mad -6.341779e-03
#> rcf3_tag_mad -2.373356e-02
#> rcf4_tag_mad 4.759171e-03
#> rcf5_tag_mad 2.447756e-02
#> rcf6_tag_mad 7.526498e-03
#> rcf7_tag_mad 2.997649e-02
#> rcf8_tag_mad 2.460461e-03
#> rpf2_tag_mad -2.824114e-02
#> rpf3_tag_mad -3.823685e-05
#> rpf4_tag_mad -4.052905e-03
#> rpf5_tag_mad -1.286145e-02
#> rpf6_tag_mad -1.533490e-02
#> rpf7_tag_mad 8.483723e-04
#> rpf8_tag_mad 8.534268e-03
pca3d(pcaE, group = Et$subject_id, show.group.labels = T, show.shadows = F)
#> [1] 0.3844791 0.2789792 0.2131257
#> Creating new device