In [1]:
import sys
from explauto.utils import rand_bounds
import time
sys.path.append('../')
from cogsci2017.environment.arm_diva_env import CogSci2017Environment
env = CogSci2017Environment()
# Motor Babbling
for i in range(100):
m = env.motor_babbling(audio=True)
#print "m", m
print i
print "formants:", env.formants
print "vowel:", env.vowel
t = time.time()
print m
s = env.update(m)
print time.time() - t
#print "s", s
0
formants: None
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0.53340545 -0.26346823 -0.45865994 0.61592049 0.72199256 0.25406447
0.57630697 -0.71172796 0.49826223 -0.82723799 0.02895176 -0.6701904
-0.46621995 0.36903858 -0.80829476 0.79016922 -0.01879503 0.68614431
0.53520804 0.90069728 -0.03790956 0.00817474 -0.52982222 0.10055989
-0.84520476 0.74596194 -0.37254958 0.84732625]
0.0703139305115
1
formants: [ 8.80725607 10.10649212]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.17715918 -0.94239735 0.36862237 -0.37208631 0.11414449 0.07095595
0.03341026 -0.01783667 0.6121805 -0.35633177 -0.26367857 -0.86054851
-0.14601996 0.0746185 -0.81786781 -0.14898682 -0.44403513 0.18447041
-0.01327445 -0.97650187 0.56302994 -0.94585353 -0.82938595 -0.89453279
-0.1689497 -0.30025156 0.07205234 -0.74142532]
0.0684978961945
2
formants: [ 8.44412012 8.85341939]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.83035336 -0.69253295 0.6842334 -0.06776231 -0.9117577 0.87222019
0.45743942 -0.38478515 -0.36379994 0.92246412 0.58399197 -0.52254156
0.96559299 0.12180397 0.16286762 -0.85161701 0.73670634 -0.35295485
-0.65232189 0.59191209 0.19254463 0.05352893 -0.18292178 -0.04739567
0.83291375 0.31391359 0.29180131 -0.8748989 ]
0.0676288604736
3
formants: [ 8.73324586 10.05803377]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.22862371 -0.87638225 -0.38473643 0.83855693 -0.07419774 -0.39189579
-0.47907424 0.09422222 -0.34892017 0.84148126 0.64287435 0.83027105
0.72964403 -0.52338266 0.52627279 0.94383877 0.76423471 0.94729888
-0.76903257 -0.81002436 -0.00194547 0.83225829 0.13016463 0.9238728
-0.36155375 0.27160447 0.84754378 0.31468785]
0.0694110393524
4
formants: [ 5.85809284 11.03070291]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.75202025 0.8421244 -0.49287174 0.06436716 -0.56645928 0.3974672
0.96094012 0.24990799 -0.21364664 0.94233192 -0.93828823 0.04828508
-0.80455916 -0.65430195 0.61523883 -0.62548881 0.68914391 0.70635485
0.42771749 0.53640898 -0.99575418 0.78875142 -0.33188096 0.97508902
0.43937424 0.99154352 0.4286784 -0.13095427]
0.0666129589081
5
formants: [ 7.60206734 11.01973685]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.2991856 -0.39635012 -0.81189159 0.6153393 -0.23080795 -0.69908131
0.67790956 0.65283667 0.1717328 -0.43818874 -0.95466185 -0.89739579
0.84577651 -0.08856415 -0.64011318 0.05915731 0.27644256 -0.52068948
0.94617083 -0.55587677 -0.57695513 -0.85153607 0.8106436 -0.39777925
0.88749918 -0.44420427 -0.11043835 -0.42121923]
0.0679140090942
6
formants: [ 8.77791715 9.56089538]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.8888019 0.27883866 0.07833501 0.48221698 0.27308748 -0.59554278
-0.95283331 0.13882878 0.11478373 -0.06176538 0.6877445 0.92849922
-0.37368774 -0.68626969 0.04067867 -0.1703957 0.38763663 -0.31903801
-0.35751998 -0.04564134 -0.06193645 -0.87740988 0.47085623 -0.83748311
0.22647466 0.90400688 -0.81678216 0.53445995]
0.0696849822998
7
formants: [ 8.33007353 10.70882672]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.96927997 0.18178023 -0.62779696 -0.76380861 -0.1125875 -0.29653902
0.43351946 -0.11046405 -0.21842937 -0.30053224 -0.70871365 0.50499885
0.87373921 0.94892515 -0.57162378 0.39619244 -0.24412907 -0.40035432
-0.57676356 0.6795891 0.91416298 0.00707832 0.52348362 -0.67603576
0.4956869 0.10220945 -0.76448665 -0.02585614]
0.0692939758301
8
formants: [ 9.0211468 10.76178284]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.48796669 0.43247988 0.54332361 -0.39099211 0.51873852 0.98506941
-0.96174382 -0.76070957 0.3328889 0.38351425 0.81756448 0.85731691
-0.32239827 0.95475635 -0.43990441 0.7735412 -0.72299831 -0.16598611
-0.90909758 -0.77730482 0.6325934 0.83106184 0.61942785 -0.31171847
-0.1663605 -0.17612171 0.09030204 0.65286316]
0.0715658664703
9
formants: [ 7.95655619 11.14982487]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0.49987504 -0.71643148 0.01976481 0.26455977 0.93913275 -0.34925864
-0.35277702 0.66363159 -0.30124916 -0.96576179 -0.88912733 0.58560216
-0.11923566 -0.50748212 0.64812318 -0.87443497 -0.37915726 -0.87550737
-0.87522137 -0.49351159 0.32977973 0.67089052 -0.71114828 -0.74049479
0.84852955 0.91002236 -0.31849566 -0.20626289]
0.0711028575897
10
formants: [ 8.0077886 10.45205086]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0.6903825 -0.87959433 -0.19828109 -0.51178318 0.99663759 -0.53531587
-0.91898582 -0.91074618 -0.42069454 -0.36331064 -0.70250545 0.70388741
0.22412614 0.26516689 -0.57104457 -0.629311 -0.47175848 0.21759617
-0.09959142 0.10889162 -0.72525242 -0.44515496 -0.77110326 -0.88221787
-0.60404946 0.33237695 -0.82790221 0.88443915]
0.0678210258484
11
formants: [ 8.90957996 9.8472588 ]
vowel: o
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0.89949125 -0.47888406 0.14483097 0.05111492 -0.07287098 0.82779771
0.796329 0.4590788 -0.02225234 -0.79013972 -0.01583442 -0.00587636
0.14166017 -0.03879008 -0.95994101 0.19243805 0.4729688 0.66872537
0.70492822 0.88276984 -0.67915837 0.69300701 0.03426874 0.52183096
0.04045616 0.83990529 0.61086779 0.61668914]
0.066192150116
12
formants: [ 7.66978318 10.88028392]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.07968556 0.14358121 0.18064648 0.49471804 -0.05872825 0.74650323
0.50980418 -0.32751597 0.49024678 -0.31369023 0.52206698 -0.85420931
-0.64284905 -0.08249566 -0.1203448 -0.09306911 -0.3347696 -0.71986954
-0.88620613 0.4829696 0.25945124 -0.02285737 0.89392181 -0.00313363
-0.13464522 -0.00420959 0.81581612 -0.28182958]
0.088427066803
13
formants: [ 8.01546779 10.31073557]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.40423474 0.60124111 -0.57982882 0.3863986 -0.63935257 0.51458594
0.08439447 -0.87607901 -0.33380874 -0.5883502 -0.12482587 0.20326308
0.15485165 0.86246743 0.76132596 -0.07681968 -0.87487639 -0.35848241
0.26744306 0.43810104 0.99952575 -0.58955851 -0.11904628 -0.1775444
0.15441113 0.34374925 0.24193082 0.11205149]
0.0700280666351
14
formants: [ 9.25098077 10.18269623]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.79634266 -0.81812876 0.80780815 -0.81588925 -0.32595636 -0.91778315
0.93208594 -0.10779919 0.1445092 0.94737014 0.84472514 0.84144366
0.30763363 -0.59276063 -0.87595695 -0.53426238 -0.43224542 0.09139233
0.28423768 0.73486196 -0.7371002 0.90603667 -0.91133609 -0.42927224
0.93108857 0.40371762 -0.85009262 -0.14634534]
0.0688171386719
15
formants: [ 8.20197384 10.80849125]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.49781358 0.17915268 -0.1090555 0.98610084 0.6778021 -0.55114503
0.08277528 -0.718897 -0.81862532 0.31165262 -0.29920645 -0.21535119
0.79263809 -0.14919566 0.22943644 -0.41588093 -0.97759545 0.74716541
-0.64835731 -0.04536766 -0.63643386 0.86837065 -0.40784631 0.45871295
0.1119149 -0.77671145 -0.52295463 -0.26046624]
0.10128903389
16
formants: [ 8.31091545 10.79305465]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0.01576163 0.43501126 0.26549271 0.97662738 -0.6582231 0.21827133
0.49622826 -0.95674366 0.76289188 0.33667672 0.68932006 0.41787869
-0.62793598 0.10047957 0.98055529 -0.79131626 -0.15737507 0.01850822
-0.62941157 0.99666502 0.66840196 0.98033856 0.88028471 -0.40335051
0.74344197 0.81693686 0.12943568 -0.75612827]
0.0763461589813
17
formants: [ 7.98009684 10.98987694]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0.07712371 -0.24656052 0.4868118 0.94910706 -0.87864739 -0.31055415
0.31289279 0.9688056 -0.49512016 0.0403696 -0.78774433 0.91593122
-0.93284228 0.35282439 -0.22823552 -0.15544986 -0.60770164 -0.07348063
0.91557689 -0.02052402 0.02550206 -0.75508504 -0.30379002 -0.28888944
-0.03396746 0.40065731 -0.68245229 0.3687668 ]
0.0688798427582
18
formants: [ 9.25387705 10.53431758]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0.57686517 0.63405364 -0.35279655 0.29073301 0.64423239 -0.00113073
0.01356915 -0.07892743 -0.68149741 0.27569652 0.90221366 -0.78621095
-0.56544511 0.42090879 0.23767905 -0.96188639 0.34942936 -0.89081978
-0.81362006 0.89248475 -0.69136863 -0.59001358 0.4509857 -0.96774695
-0.11575656 0.79808784 -0.46076508 -0.26516479]
0.0699210166931
19
formants: [ 8.62019403 10.66011387]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0.07418209 -0.74777613 0.52801869 0.99320782 -0.34353868 -0.07494129
-0.79273855 -0.78556922 -0.24691818 0.95944798 -0.17995357 0.80882911
-0.57132344 0.94452928 -0.12087836 -0.46971167 -0.02026913 0.31525607
-0.56378469 -0.0541417 -0.7423019 -0.63231301 -0.26517851 0.18273759
0.77297659 0.97003141 -0.85445705 0.36695996]
0.0678949356079
20
formants: [ 9.18799912 10.69859422]
vowel: e
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0.51764713 -0.69677185 0.2342054 -0.05744348 0.05186166 -0.62994204
0.92066721 0.23886507 0.04768735 -0.4976834 0.99044408 0.99843558
0.85207674 0.38569488 0.67798165 0.05537674 0.523636 0.91764822
-0.31065765 0.44273481 0.00763658 -0.32169916 -0.26642634 0.46147829
-0.7770812 -0.60355481 0.64239727 0.63419863]
0.0761439800262
21
formants: [ 8.46891333 10.73214147]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0.91595705 -0.84784535 0.52138873 0.46219827 0.8910455 -0.81099491
0.79068633 -0.901044 -0.69746003 0.05315966 0.24888963 0.98489201
-0.7985747 -0.16351664 0.40507173 -0.61320324 0.02698097 -0.85230411
0.53083507 0.31896892 -0.62388456 -0.71847282 -0.01041488 -0.27403435
0.22061595 0.89517527 -0.00282114 0.75877931]
0.0695350170135
22
formants: [ 9.26106079 10.67466699]
vowel: e
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.93543739 0.933804 -0.43094765 -0.03849711 0.0351773 -0.17563286
-0.84823097 0.78357826 0.10526616 -0.63141876 -0.10272136 -0.25636986
0.02607474 -0.25301227 -0.35027292 0.28558305 -0.61600554 0.8054397
-0.23284341 -0.42930584 0.87844801 0.92749459 0.93940198 -0.67269655
-0.04839911 0.69225558 0.83516568 0.17846637]
0.0685060024261
23
formants: [ 6.73189846 10.79260042]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0.42620549 -0.42411063 -0.69429956 0.32059653 -0.77405755 0.96958549
0.77003961 0.28819073 -0.17012276 0.47198455 0.39212641 -0.62654673
-0.18297102 0.25530007 0.33053429 -0.05616633 0.54905018 -0.30635767
-0.74678659 0.68084217 -0.66694129 -0.30499136 0.70576212 -0.99621268
0.70119519 -0.9610834 -0.92346706 -0.71413762]
0.0680301189423
24
formants: [ 8.33242051 9.86906698]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.01918673 0.11873311 -0.32678942 -0.20597344 -0.66369832 -0.4630292
0.22325055 0.01833039 -0.58351693 0.03639506 -0.75795936 -0.67665818
0.33201019 0.72791983 -0.13316696 -0.42904855 -0.80587849 -0.04791023
-0.27234225 -0.57290294 -0.79315056 -0.80745159 0.13444013 0.37197733
0.769167 0.5142738 0.65658898 -0.71425704]
0.0695312023163
25
formants: [ 9.26383305 9.59032668]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.86642465 -0.36690775 0.58699608 0.73618201 -0.7053505 0.0173952
0.15860205 0.0372031 0.67910061 0.61635348 -0.86069134 0.76129971
-0.03683629 0.51621266 -0.0465552 0.19692371 0.45323789 0.62084122
0.39488269 0.25157425 -0.54529748 0.09221472 0.35533338 0.75409487
0.71009438 0.13440689 0.14362735 0.75535337]
0.0717029571533
26
formants: [ 8.5662065 11.1585388]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.7895125 -0.49655354 -0.27087231 0.29816908 -0.44214448 0.02454262
-0.698599 0.85625522 -0.91454186 0.1641529 0.66130097 0.8403897
-0.13407591 0.99744189 0.26317014 -0.20933761 -0.36126386 0.6888187
0.25737657 -0.2418876 -0.99229216 -0.41566663 0.86612272 -0.01257903
-0.68669261 0.01708045 -0.61899447 0.95889729]
0.115147829056
27
formants: [ 8.56352796 10.92938011]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0.09219193 -0.19317455 0.79556738 0.99127501 -0.26730912 0.49814175
-0.03264752 -0.09503329 -0.26649439 -0.25836545 -0.247304 0.34650126
0.12923625 0.24491816 0.80787522 -0.78863473 -0.44808638 -0.20880539
-0.12275896 -0.84472473 0.9180206 0.91686739 -0.99665987 -0.90426971
0.20048622 -0.74352595 0.84804812 0.27949155]
0.0924940109253
28
formants: [ 7.9686204 9.81522773]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.22239549 -0.18589353 0.0726948 0.98784376 0.30844977 -0.37641128
0.22921983 0.70962375 -0.83037014 -0.29605913 0.03764579 -0.93133493
0.98338914 -0.46755819 -0.64711108 0.85051568 -0.37682133 0.16297307
0.51227434 -0.24074754 -0.37867139 -0.04163463 0.08498698 -0.54272773
-0.41763262 -0.8688308 -0.53397468 0.05137057]
0.0735268592834
29
formants: [ 7.35270097 9.64103095]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.38319337 0.41450923 -0.90131125 -0.75446411 -0.24662068 -0.88274384
0.90129234 -0.32307697 -0.17870484 -0.29681525 -0.97434383 0.83990596
0.56199846 -0.85268111 0.21578239 0.73698272 -0.56658619 -0.79572447
0.71082829 -0.81863184 0.32802842 0.9135219 -0.26731714 0.21191987
0.24733274 0.79501906 0.57038628 -0.34969 ]
0.0677309036255
30
formants: [ 7.21480514 10.80333152]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.29949511 0.56333984 -0.97378942 -0.24468919 0.6304983 0.95645137
-0.18848198 0.27490744 -0.83779016 0.57784571 0.33422146 -0.7512215
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formants: [ 7.45462948 10.4362804 ]
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formants: [ 9.20383382 10.2484594 ]
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formants: [ 7.99533877 10.89792976]
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formants: [ 8.88996663 10.08585163]
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formants: [ 8.77767246 10.70477685]
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formants: [ 8.30700048 10.79821697]
vowel: None
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formants: [ 8.29600361 9.8308658 ]
vowel: None
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formants: [ 7.40781835 10.09972062]
vowel: None
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0.0697009563446
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formants: [ 8.97291853 10.31534586]
vowel: None
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0.0692908763885
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formants: [ 8.91937015 10.74170731]
vowel: None
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../cogsci2017/environment/diva/diva.py:169: RuntimeWarning: invalid value encountered in log2
formants = log2(transpose(res[self.s_used,:]))
0.0683019161224
42
formants: [ 8.9160369 10.22056311]
vowel: None
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formants: [ 8.98246678 10.58166142]
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formants: [ 7.53596746 11.01225058]
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formants: [ 8.68861887 10.57996792]
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formants: [ 9.13485463 9.71456404]
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formants: [ 8.41148788 10.70317772]
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formants: [ 7.42697101 11.28455738]
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0. 0. 0. 0. 0. 0. 0.
-0.91365304 0.66894339 -0.91554337 -0.51680544 0.02640196 0.9806921
-0.94044841 0.42630895 -0.71645504 -0.99179584 0.98501381 0.85955905
-0.50449295 -0.3553948 0.37728257 -0.76419776 0.07730989 0.23164959
0.09658507 0.2047602 -0.91733753 -0.22505511 -0.19140481 -0.96811403
0.54445049 0.22722492 0.9176099 -0.29964243]
0.057205915451
92
formants: [ 9.16236174 9.81714814]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.74321598 -0.33285568 -0.77338472 -0.25264055 0.13604983 -0.62937531
-0.88497321 -0.35013515 -0.19807546 -0.01300205 -0.99920016 0.52649162
-0.23441792 0.18795773 0.56615633 -0.05090401 -0.62190438 0.04928076
-0.92550172 -0.40359343 -0.04674867 -0.40450096 0.03548168 -0.63710491
0.33659623 -0.70080717 0.30478267 -0.59711695]
0.0578739643097
93
formants: [ 9.48367194 9.22141264]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.02313704 0.19885166 -0.17231223 -0.31837913 -0.52314128 -0.9588169
-0.13376008 -0.36959049 0.84244433 0.69059311 -0.57927119 0.23794842
0.27145619 -0.1327348 -0.84835452 0.1177929 0.64950689 -0.19406556
-0.90444288 -0.98924703 0.74208695 -0.06817069 -0.98396298 0.2315236
0.59073608 0.4027078 0.07774924 0.65047916]
0.0600371360779
94
formants: [ 9.1463206 10.71700642]
vowel: e
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.51945094 0.79332006 -0.25328099 -0.39117489 -0.35317892 -0.99680005
0.4371578 0.08332371 -0.18940142 -0.68953422 0.16003927 0.66718038
-0.28339778 0.96047646 -0.75545025 0.42509289 -0.36730519 0.2136957
0.32518418 -0.62276534 0.92368739 -0.66189676 -0.15505897 0.24686267
0.37775612 -0.29892883 0.05885976 -0.99385244]
0.0624260902405
95
formants: [ 9.05059414 10.38160198]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0.47140497 -0.24789531 0.11790714 0.05173458 -0.46973159 -0.0251346
-0.15768029 0.87215548 0.54444405 0.83030057 0.95013824 -0.40982479
0.49180626 0.19479189 0.25013563 -0.58877393 0.10858838 0.54845192
-0.33567075 0.99620747 -0.5291394 -0.96816058 0.17340916 0.62689499
0.42746434 -0.21931087 -0.23784548 -0.94088146]
0.0605781078339
96
formants: [ 8.5389619 10.54583069]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.04584049 -0.30433349 -0.92279738 -0.13557949 0.17087269 0.21046228
-0.02866941 -0.50113885 -0.74493727 0.89246384 0.91954005 -0.08257422
0.82186187 -0.91596617 -0.98483031 0.15627968 0.04113457 0.98516161
0.44860386 -0.21978106 -0.67037422 0.55777581 0.09079832 0.48911447
-0.85746485 0.30679005 0.5168317 -0.30446542]
0.0630350112915
97
formants: [ 7.06553887 11.22596337]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.26467733 0.02794749 -0.68065861 -0.58228721 -0.6285179 0.19594481
-0.45895607 0.36311206 -0.23585604 -0.04801668 -0.70178411 -0.70612174
0.00759912 0.75832166 -0.10687677 -0.19275938 0.18284437 0.19479846
0.84006742 0.60768157 0.79556577 -0.16283698 0.18209338 0.24739172
0.20959927 -0.26021755 0.38858774 0.54907941]
0.0975730419159
98
formants: [ 8.94720312 9.92243454]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.06546033 0.53855294 0.93362139 0.56737565 0.78131485 -0.92357708
-0.22949969 -0.71182136 -0.92438422 0.76882075 0.1422732 -0.8775453
-0.89028409 -0.53039219 0.167721 0.13439282 -0.24924501 0.79518776
0.57629956 -0.7185715 -0.80592191 0.70483391 0.03808717 0.56893644
0.36784444 0.53734573 0.9713503 -0.56103574]
0.0746209621429
99
formants: [ 8.07563238 10.81876823]
vowel: None
[ 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0.
-0.13494907 0.29975382 0.71152005 0.26950901 -0.33171075 0.51403658
0.67557422 -0.82312422 0.37379112 0.13471713 0.2197208 -0.6350476
-0.64753499 0.83448204 -0.01997956 0.5819703 0.8358618 0.25680487
0.45147672 0.51313967 -0.2052927 -0.46069911 -0.2909787 0.42409963
-0.18264797 -0.87191298 0.60046466 -0.30402436]
0.0644388198853
In [6]:
import numpy as np
sound_o = list(np.log2([500, 900]))
sound_y = list(np.log2([300, 1700]))
sound_u = list(np.log2([300, 800]))
sound_e = list(np.log2([600, 1700]))
print "o:", sound_o
print "y:", sound_y
print "u:", sound_u
print "e:", sound_e
o: [8.965784284662087, 9.8137811912170374]
y: [8.2288186904958813, 10.731319031025064]
u: [8.2288186904958813, 9.6438561897747253]
e: [9.2288186904958813, 10.731319031025064]
Content source: sebastien-forestier/PLAY2017
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