All posts by Ameya K

Guitar Stethoscope

This last project echoes an idea that we learnt in one of the first classes- a positive feedback system. I use the line output from the pickup of my acoustic guitar, amplify it, and introduce the vibrations back into the guitar’s surface using a transducer. The position of the transducer is used to excite different natural resonant frequencies of the guitar body.

The visualizer is based on the spectrum of the sound produced, and is tuned for different guitar harmonics. Jitter GL shapes are used, and different combinations of frequency bands are used to change the color, position, rotation, camera position and light angle. Spectral analysis is done using bark~ by Tristan Jehan.

Link:

Max patch:

<pre><code> ———-begin_max5_patcher———- 4445.3oc6ck0TiijD94t+UnvOtK3ntO1m5cdY+QLwDcHrEfl1HyJK2GyDy7a ekpRBroASVkkRjD6bXv1.NyuJuqrx5O+3GVb01umsaQx+J4WS9vG9yO9gO3d olW3CsO+CKtK86q1jty8isnH6aau52Wbg+spx9dk6k2sJcSVxkRxxD++IV18 yTr+t7hMYUtee0iu318UcuJs8U8uT0OtOySRKVj7asu08oUqtMu3lOWlspx+ tLEYo7hDMWrjbQBkva9Bisj7vuztperw8mZQGwju18zZV3RwhlW5u93Gad3h yi8uuL69rh0IYko6x97psa1V9rrOsGYeqT1vvZsm8YzvXepfGC.b8ls0De.L G6EYtKRVbUZwMmjIojZQpFtjZa9h+IgvjrEO7GuL8trprxOmUjdk+Wgz9dWu s7tT2mnZ7CIVq4rPDx7CQjdCAQhHbyrCQLV9YgHpgGQdIKooeI4Z++9rnknW sf5bYn83iTGJJ0mdPNvA5kTxxKIK0Izg2Gpw3bhnrz3bhv4CGFzDFAu1G+fC BTIUzntXYFOJDrj.aNfBbgGE37HQA5vfBM+WCDfP.kt0eiU4CnzFJ.PFN..k HpoJiSDv3MLFbH0Tlcpi.RkawOdDvz+H.cYsqfD4xFG4CNBn8dDjZcj.ftOA fhz62c61p+t1bjL4Soqpx+ZVB8YAAVXfPcDYMAubJjP6iKP39BUnBEIT8unf xqInp8MnPPaPnc1.UToWXHTWBL1fAA07eBFP.W6bJn3pHgfn7Jd09ppsE8QM Dd0bEXDlyhGy8Eln6Qf7G0Lw85S8A9qo7375S6SY75bsJ2lz215d8xrzF4iv mFfWcODLnOC8a018E0Yb9rLt7YYbwKw34EUM4K28+MO8jvf1UHAil5s5EHJP LS7ne3Jm1uVDWEUqMNN8C.97.fgykOqwmm7AHXSdQlSQ4IlCFJbwpOvKn0Yi jKgiKCWb.jZjACeDhihBHXAC9vA.NYiAGBTRW7AJeIhB2MIgN0CETRUmSvv1 d06vl70YIlDyyx079NUHq2w.W6P.YfgGX0SWN23qLZrbtZBy4Tx4v4xoKmqr mEmKlvbNUeNbNa5x4Rgy8F2PhhyoSWNWnOKa68YMuqo002ksaWsy0gu8I7tz XJeWTDX3Lb8Pv11AmqMli3ZVfsLCcH3Zyvy0Dx4v0wE6996tJqDudfnUb1Jh YG+UmtEHl.s.Ra.pBcTru8MqeG9iMIa1t8K6uOf57cRnBDL4ShSZBClzjIfh Pa.6QpHnsSbEgt7UhSQvPemnHzASwoHXXSAEAe9aQpHX3ScEg1zWiTQP7dQQ nElhTQXBmkO2xOi7dn7ArblIpgeqd7b+CEyLzVDMJKfMg6mdS1Oy+2ldeVxp erIuX8KXgj0mUymX760qf3rMZBUpuuy40YLCi85+ANuUpWEZ3QloKm2l7mQG EiqmpLtzuM1ZEOJ9VMYWvo0p0xFO+wIoKGhRcnG7Rcna2VJO+FZoNzhgfqUC NWqXpyn.OZ9Pv0xAmqkB84v0rgfqECNWKTmEWOHkvjO3bM263NRtVom.Ir1t sawVBSwDOg0tccLxRXJemjvZGLEWBqJ0TPQvuKrwpHPm5JBsaBcjJBr2KJBs vTjJBSgM0pK.m3TDj5IthPK6Gohfz7NQQnClhSQPZm.JBs8nQrJBS8Z420hJ QpH7dIznNXJREA0z+brHTtyuJq8HLG54XgOEhNrsx8QZKfKm31B511l3rEPe uXKnClhyVPbmmq61uoJ2sKdmVa39rzu3mQRNRkrTXMDt8hm86nGPyOO3rKqp 9ColR7+4tze784jCYVGQczmI4hCd3vOjWAq2k+Gt2fIOQn4BugGWSEZ3s8Vn 5fOjqt4.hg1RBO9.vUIMDg4UaKpVmVk5VAhXUc016tKq4bz8D4YNIY8ubxii z00excvUCF.1BA4TGIYViEdpz2+FzNbFHhs3.RqnFxbuy+IqH6qo84FZtY6M mKxzma3Iu8rs1tIHO.cv.MFRfljdzmDl3yC6GruFqtGIfcodR.p8stMe85rh X0AONDin0qXG.4mgwvi8QWUl65eAmh6R6qix9SWKUZ+IX9HqhjkFU8+nu3Y+ NvRub.KNmx7Y85P9c0w2T+RFpwz8p4EcuJY31fz90pZ7gUy862P6g9y6bCt8 CAB5GOOdltd0e+XlGHgl6xuoHcyqLng7ccSqSLSf3osmMH+Bn2Uoke4uqUPE ljZSyIBhUkba5c0HyMK5Kz6H8cpTYTbmVdyCRgkvdMyQmdxVPahUfSnGf1vs q+3gPomvYr6IddaKenhISIFc9MnHMcc8TbHBQL+PD+7dIZDQN6PDsuDRQiHu giNy1gP7l7ats5y2ucWdUd+LCgdEQHWeVoTsygXSnHVe1ZcXN9P6Xb+LgHzw GJKtoEC1Uai5R215GLPAWsM67yhY6TGOZDY9Ywj4OBAVedAgiHpYGhzMGkzw UiZqd9gHd6HQiHyuQzMqc3SGKhXeyiynbaUZ8K9i+XvCwfobiybqetSE7j2g QHCQHF8wwTBDaqrwEJJcwPEb457qud+trguqW8CZq1sPgxXgBArI4BeGaShb geJbydnENgak2LXv1+z1YmGAk0Og0hDQLyu50n3ryQFAiSyN1sDnOMynQj42 0gijHOKYD9rCQD9IUdzHhXtlOlRHhCQjy07whFQTy07whFQzu44isp9isLc3 OqkF6AyKcancVlwLICIukqUlHMpZGfbwPqD+B6giHeani9W6zL86VtN1kb6f j9cVwtOWaJaCB4dSO5dQfF50ehchl6M87V0mD2plRsuxR53b1omet+oRF8rf j4WM6oBE6rfj4WQ6oZ+l81dEwENjL+x17g6LtXgDwLDRXxyRJQNCUbX9xzDq sDxLTJo8NEIVHgNCgD+EwZzPBaFFWheuuhERTyw3RL5yQJQMCiKQ3a6tngj4 2toQ4BkuuDiqsjTyvbbX9YmiJtFJfplggpw39K.8XkRXuiZCm5bjctmoDNKt KCUhcRVSnGYb+ckZvhITxjuUbpijvohX82CbA2KNThXZt12w2dOrAuzSjKlr a0SMu6GdrbQL60i0NUWw8bMItfoHjo7d8zcme2slG3l8LQ2duG353VyGjs2C w85oNxvCWzCdydL5o4pdGaG4pdTiKnzppx84mbIs4G4wAi+h9jiaO18Td6Jc viWwnLt8RyPjlWeaQRyHJob6lcK5kQDhwX881B6PND7w9U1mwo764UKqC8uL +6I0egkHRVcaZYs.GIQQN57Eec5pmjyviGsZ2Vvd9YDUSLe1SLu53CpNuHGH ZZmYCFezdbvf3ye1o+2k4oa5Q3sLYU02YmKLR5USJdfS6ANQf3F09NE2T9Ch LkanwfaLNJ31tdA2BenGQ4tLsM9dTy2hZA.Np9EbdoA3y5xzuUs0YnaQ.vQu d0tzgTLxAYr.GoznhTeKu3MGoZuPT726svQJNNJbM9OuYyxaJyW6ujfpgrKq 0AS9j+oUaK2uK4StRgzve9ZukPWLJ7h1YTSP7i3EQfhibANhikY6xpdyDDYF 5gdLCUPzfof3soEq23jBYIeJu31rxZogpxzhcM038X4NDhnCdbbsiBUdf9U4 VLQ2xrl6+qexrHB.oepaAELEsWZZxv.SAAMvL662Wl7I2i4E+J429mjkp+Q8 2Q+s9X5iFfIPiT3OCqZ+DHLzKtj9Nn2EuQw2pEsF4bl2D7.UCo3kVvh25L.7 6rfuQ6B.hH3kAvhgLX+1gGqwWfFdnQv1yFraLlbesA40a+1omouMwPTTk1Ti 5CMY5GG2t.Ma6FNk5Umnug6mSao9MniZ8nV6UIzgU84PR7PR+Pz6w6dzNjau 0JHDhPObkExEP6ToxPFwgs6I0FnOPlD6bQuLPE19L11VcYskGU1nBryF8MEq 7yc21KpRafl+Yz+e9nfyGkKrQkOJU8NHezVWIcQpoCTNj81jNpWH7UxHE6rO aC5s6lnuchOCGKIuMIedYuDh24kqotMUyim7MfgNbRauJ4pjrxzG69nADs7e Nftwe89YUAliUOWGops2zS6bedQEL9l+vfqOj86r2ukzdAgk+q+NA53BG2yF 1geqP6kN7M5S.aqYOKiTiMWsup5w1541b+3IewIEbd.SoOeuAz0iDWkt5K2T tcew5m9aezb2l6Gz1+7275WKJW.P7jQ8cWwKJd9yWFJjkZigwktKBFMQZLAL w+smXqIR9ksaV281NjIy8K5tYLd8F4M+lhs0b1l7Ue4PDcS1Moq9wQ35gSwd GY6F+7677XmzgCsZd8ikQ1sce4pNXtsQ5pQhG390Y6pCt7g7X+0Gqt3A+PON P86H9046Z3m0urdMX5w.fdbCaHrHHMDBhfHAofrhMtHGZSUFGUDDCwELIHBx L1HHDWxDfjgHiLBhnvifXfPH1HifnHRPTPB01QFAQ33QPD.Dj0LtnGJQO1HH DsKBfdXRzHGCD5wfm.jwLthc0nGYzCjHgL3oeYfD2gAuPWMP7xaQT+hCAePj df3i2fm4PCDOpV7BJy.weAGQ4YHvCpTC8Lol6xWe+17hpcc06w271ZtaJMnE 1Gd1iePnBmXZMG.dhH4nAEL.dw+qgrbYPDefDL.COmuZHACvvyXkFRv.HBOP hEPgH7.IV.Ed9d0PhEPh35EjXAj3kbsFRr.J779Bw5CdQRpf3rvhmziBhyBM dNKTPLNqPb8BhwYKdVCUfrNiWj+JPVmwK3GEDqyVDoGHVmU3YcVMxxTCTrX3 UHMIDyyRDoGPYxhWvORPdSwy4tDh7iDO2ERPtKvycpDh4YIdtKjfBN7n76GT xARlxnANBKnccAO5AhuzWbmVo8O8.wWpFOiOBHByRDWufH9f31ZxGYcTEGhy TNdxObHNSUHtdAZWx3iK5AQ8cPzyXa8BwJ0AidniK5AwJ0AidFY5Wb7BdlCp a7PT9g2G9ud5N2Q8iLaiem6nL+V2YFnstCDOvvKA.NnXJQKjRNjPJYHFhBnF uRElHmh6tHpnbg+5A4vmNDhb8QVLOgE3V2sjT2HxiReXf4M.L.SO806AwCHp 2yj.S7GIxQLp5PDPjChcrKi2GUI9ELCIHhCMC4d5PnAv5CS6OgGLDpePt4Ns UZ4iOaH3.JADKzjwAGG4B53RsgNxTaHFPKXZDoH83ZEiLx5LXFQAVGCKJRBl hnHQQBvTDCIJBTZMHdVDe5m0auhFrLavTSiLxPnwE4bNYM0+IFSAcbnYHdns nVCXJhhDEoASQLjnHXdynHtpIASQXspI.SQXspApjIH10RT63xaFE1QHEwFq fZIiLDZbs2lTPGQRJhmQRpYbcpfnfNjjO01vvRQJvTDR1pAcPI8TDR1pMv5x BD8vZ3foHrV0XfoHrV0.4+vfo1OALEgzpl1BlhPZUCzIYihXGwQAcV17TDVq ZJvTDVqZfrYSjHtpI.SQXspwASQXspAq.DXpqQASQXspQ.SQHspA53jgoaMP mmLL8pozPIHrVx.0kkJDIHATBBqkLFTBBIgZPNzPLOMAebkIqfOt1TOp.1Ph Sf1FmSAcVA7TDRp8f5FdOEgjdOWAlhPRNhCJvQAhp9f5mymhjCKEARWSqQjh .E3nFwROBqsNQb.aQAIFg3FNv.U7AMh59LP1G0HtlAqmNQbVrBkhvDifMyiQ zZDn9P7oooLrTDH6iHNhVnffHDmGhTJrJOhXU9ggQHNy+dJ2+RUCAQ2rTX0m AQAaPPDhlGIirijKETGyRQb.6PIv1VVDsWSfssrHJVSfUheLW0DiMAaPQXqQ LDaBrD0vDifsqrH5kEVOpholFzAgLcDQOrwE8nIiK5QoFYzCebQOR6HidFYq WT83x9CM1VKxemckd+8eMqbW6eSGor3tze2eEeouv8z7B+Sc+EWTl807tedk 6URKWcadU1pp8k9Khrua7WipKta65rxh84s2WX0ex+0G+ezvi44J ———–end_max5_patcher———– </code></pre>

Blob-based spectrum processing

I found an OpenCV package for Max that allows you to do blob detection from a video. I use the position and size of the blob to control the hi and lo frequencies of a gate filter. Additionally, I use Grainstretch to produce the sounds, controlling grain size, play rate and pitch shift based on the blob size, blob x-position and y-position respectively.

This is what it looks like with this audio and this video.

Here is another example, with only Granular synthesis:

Patches: here

Library folder (CV / Grainstretch): lib

 

Physics tutorial video, now in an auditorium

I was looking for a clip that represents normal speech, so I used this clip from an online video tutorial. The recording quality is good, there is very little reverberation in the original recording, and the speaker has a uniform tone:

The first convolution is to make the speaker sound like he is giving a lecture in Rashid auditorium:

Another convolution to make the speaker sound like he is in a (apparently very reverberant) lounge. There was little furniture, and hard walls, ceiling and floor.

 

I found some interesting results when I convolved this with the sound of spraying deodorant. We see the speakers’ fricatives being super-extended (sounds like ‘s’, ‘sh’, ‘ch’, ‘ks’ etc), because they contain frequency content similar to the impulse used.

 

This is after convolving with a single guitar note. I thought it sounds surprisingly similar to the final loops of ‘I am Sitting in a Room’- having the main frequency content from the reverberant system, and the amplitude varied based on the speech.

 

Finally, this version sounds like a completely different language altogether. I reversed the impulse of the lounge before convolving it with the speech (making it sound like each phrase is stressed at the end instead of the beginning). Then, I reversed the entire file, so each phrase sounds like it it is stressed at the beginning, but is actually the end.

 

 


 

Impulses:

Rashid:

Lounge:

Reverse Lounge:

Guitar note:

Dynamic Weather Map: Time Machine Project

For creating this project, I took  some ideas from our classwork and some Max tutorials and put them together. For the ‘video challenge’ patching exercise we worked on last week, one of the patches was a 4×4 color matrix with randomly generated colors. Spinning off of this, I created a 10×10 color matrix, whose values are determined by weather in different parts of America. This is how it is designed:

  • There is a large image of the US map within the patch. The patch records the cursor position  when on the map, and scales the X and Y value to approximately represent the longitude and latitude (respectively).
  • Using the geographical coordinates of the position that the cursor is on, the patch sends a request to Open Weather Map for the current weather at that place.
  • The patch parses the information (takes less than half a second to retrieve with a good connection) for the temperature and wind speed
  • The temperature data is used to control the RGB values of the cells (red =~ warm, blue =~ cool), and cells near the point of interest are filled in
  • There is a small degree of randomness when the colors are generated, and this is dictated by the wind speed (more wind speed causes a larger fluctuation in color)
  • The patch also ‘spreads’ color farther to nearby cells when wind speed is larger
  • Finally, I add a delay feedback loop to the resulting color matrix, so the user can see a ‘mouse trace’ – lingering of changing color cells where the mouse was at an earlier time

I used information from the following patches:

  • “Video echo with feedback”- Used to implement the feedback loop on the video
  • “Max Tour”- slide on grabbing weather information

 

Video Demo:

 

 

Patch

EDIT: This image of the US map should be in the root folder: us-mainland

 


----------begin_max5_patcher----------
8335.3oc6ck2iiabk+um4SA2FdisS5QScSVCPPhcBhQvl.Dji0afgQCJI1cy
wRhJTTyzSBR9ru0EkHk3QQ0hTE0zig6CoVRu2u5Uu5Uuy+0qe0MSSdJZyMdu
y6G7d0q9Wu9UuR8PxG3Ule+U2rL7oYKB2n9ytYVxxkQqxt4V8ykE8Tl5w+yw
O7XlWx8d+wv0d+euYcxl3r3jUxGY11zMIouyCg437W2psKS1lsHJS8tBLO55
vrYOFu5g6RilkooJDBwm.t0ifnxug3D02.S.d+n4UEOWQAISe+a744e.ax9z
hH0iW3iLdU9mHT9X+6W+Z4Wt8zXcqYAHBRmPu0Kfo3DHEzHKD3hr.jqYAhUr
.a3XgcBf+gn6aQ9CBwfty4f.fV9CXi7G4Bv4eaRVVxxbd+uWMuioAcm2o.e0
xMhQrg4wW.l+ulrtYNmRocmwYf.0hN1pEcTOx2qh9n3y3H1N0aSVXZMajglG
U+PYeZcjlst4lcjeULMlnVswXMuCU7LpFdFXIOCNiq0+lznvrHwZcV7SmvF4
I9BMXPrhsfJVE4WM2w3E+rmkrHIU+l.lfIPnO6VwOAP9DJT+SXJhKduK7tcL
rbexprMw+S0CBkPbOuy36hx79dAf8XTp22FtIZtmXiweLY6lHu+jYeR9qYQ7
pnYIaWodgnte3.Ts+.xlvwTpuu3G4LkLTQ7URXue6lr36imEp9zKHpVD78qE
7Ah2WPfDxQTBGfTfuD6ItF3+mDaNiCWr3SdYg+TzJu6SEZn+eimGk3E8TT5r
XwpP7JO8azYYU.QQJQZ89VyIzXbMB3WjyoBW8fWVh2znGDr9a8VGJjE+u57F
Y+.0VXXfdKLj23NYbsBSTeoPjRXZ+FY8OcYjkpQU+6iylD8z5Tues5qwq9Av
OVMngpSuu3s3tkgYoR0lsdJ.WAuD8Ifh81McL.y1i9Pm.dLcqvtlUc7HtoBg
LqXPLko2uj+0p3OXedeh6WGOqibWgERq3w.jQwr7jOdAdT9QKogsadyxPAaD
tZ9j0BjqhkXvYigkRxq+X7p4IeriBvsK1B3JVkn0BBQbn59JfZVXYvp4p7GL
bodwdKQXKH.xH7abbi2vDidPJ2GB7ay.NJuGMfa.4anOQsPiZ2lUZvUAKSMl
vRrck1+pfsMW.2GawBM6pfiwPkKu74VvwzqBNlGH2KSsggICOCuoIFtACVCn
5MrTh1mBMxW8oOT5GCpxYu8VRUu8TX+Kv8N9dgEGd+k0QQy6t2mAZ6eErXtx
1V78IEcIbBVzx0QogYaSi5teQBnzNxhvdjE2rPbI4zce.4WyBW7ZVOa8L4Kq
ZqFzGr.IEYWAWnvsI9Lw+pvKEzclEuNLUXsXVT5cQqBmpwCvfCPRCcOm1Uw0
nRqHDJXR.myCXGCQD5EBhpU+s7tGmfWvYFu.qM8f1j9axEvWva7xD6+6NeQ7
UWwGo8mh14u0wWX9vyWKRBmuLZyFws4nm06LfPE18Gz35ItOiFm3MX59sxc3
pvs6jCCKJtVrR2NnQdjcg1m13A1aNoCrgLim8YXKBTIDL1NrFiPErkrM16Bn
LZs2RYHFDVJmEcWVxcyRRRmGuR7aaN697w3yi.cLoYrlDxgVaXcwOvnTCBXf
fWcy8wKh9PT5lxwu3U2DtdcgG9UEdIRb68Z2N6e6tGJdk9g.6dnznODm+5o6
dzvTAamI3Yo3hjneJHe6p7sIQXKvpsw6VDUqfuN+MbmKCzHDPCWAJ099xaWl
iThE6GJ3bbstiheY+eXz73L45f0ufoOrHY1OEMuH2dSx5nUwqVmFsQrEYWzf
18zyitOb6hr6J4pczjJe96CmEU6Kdmi79CgYId+9rvE6745qt4gz34IqjjRo
kR4Cm+gJO9WuSqHKo9KVEtthWrPVS.607jxcEa2LMLUtRazuhxexrjjEkepc
utEQ2mYd50wqVc.Vlkrt9mLUlWN0+zSU4NPSu2pmYycaWoe16DJ.xtaS3GJi
4BfcgQiP429mBWEuTr6OKVuPf.6dR8YLOtYVZxhEk3W8y7gJdl4hMIyh9X77
rG01mWXUW7mGuNWT5lcqxyiePnNp7ikE9vlxOxQZEDOz1oFk.2IMvZgfKzgg
NToQawME3x8IQUwc9E0gV5wOPWpV22ts00chP8tFyeBl3yE2SwCqMpSm3B3B
GLbzo9E+3Nl6qSun5IxOZS8BxeX04GFMPWFbfpSSErOvNH.4fPf5SqdDnHIb
zIlwR54GaFivbcJ8ncZS6XDriXDX.vnR1MWuIEVZ+bKNbFSPELgF2fzTInpA
SosVb6bBYEsV6fqONKbQjJ43TYnomvrQh29rvnqBgViqljFwbe5l.1tpphM5
j0x0boc5c6xZ6hK8nTViRopDRziv8Pj9RNKGSMxYHbqfZv0kbVVZrBu0FJwa
YWY.aBiS4Hr7xyrIDNGH+YcB+1DrgcZ8dWZXE5OIvXZV2f0Q5N7829udPm1l
QL21v2rz.GDhNgCfAAL4EeaeuOn589ZN8uGsXQxGKaKzEAbixRSDrC3D0YZ0
YQ4VHxISB.bDfbqmI8uaB+5psznJPr8WvVlJj0biJEEKe9pgxMIaSmkyul8Q
dkIawMEyjdjxbSweXuUFG7G9X774QqNbu173Mxsfy2Ec4VW26JIK0nZEMKOw
xQn4JfuZvYn6Py1hytinAzZwY2gjCrUZl6NzLxVZF3NzrjTfVPyb2hjQ1rAz
cTZXst4y0Nv8mJpNVsliE24nas4Ce6hsQEsWI2o3UyjgylEs5f5bA5yH9xjh
msqTK3xGJO832So2V.KSEuOUc5+MKEe3wEYwpVKNfI9tznnUOKt.HIaJV9O4
OAYALj+vw.Ga2Xm4f.DEpVF7CfA5hTfxoDZ4frbXYI7CpnkP4.Pv4fQ2KBVe
LeDjJuPThVDs7PVwOfHtLtZcfPA7fZJcpJfglBuzFwG0L4duxvFSVJGJpxGP
CBz+jj.N3kebYgjWUHfcuE..liP08BuKdkLxeQsSp6T0T5Cj3SgX0mChiC35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.TPn53KIT6clp9xBtXpGML.IRaUJQ2Fyr.HwiNfTVYkgOD
U4VZgggdSSl+o28NYEy9t2UrV7N64oIVuwknupCxuUr9bjpQWpJTPeaUyFz1
y9dpCVgBMjeZoBjHpKRNstas8r70fn51CrwgwMJ9.ufhOMcN5uMdVl2LgMzg
wBS0ePcPpwsH5CT+pYoxhu6cd+wvm79qIaS+5dvrDS1SlW2+9scnJB3nlkna
Vna79a+4+fxtju4O862AmSyaGlBKM89YdK1c6+yJRpuuKlZqAd9NJRl6qNwU
Gmefi55Nr.M54Cpq9rOBVn23jI577nEgeRx.8Yt3ByKkMrzTWFtMkaPx38rQ
LramMFbkU8dVjX1Zm8n0nzN.46fktW+BPX01DqAHxUF.Y2Ua70dbff6mhjcH
.oRdruWQo.b0Nuu4BxycNkRXqi7+pGpvsBU2dv2sD5PZ24RHsdlEyQs64v.2
cBGoEvJzDkswXGW0Z5Chy2I.E55uzdnvQ2Ps1al5hE2sMcQucNFzzjeJzwSa
ZGTW8LL9vO98gQqLpTa3zpKjZG7xqJzZ0Dds5CwV6gYqtPscPROWJjaPp9nO
BFq6BXA5lfXPYX193tUar2rH9a1DCtViCmkwhqg3wYWL4ZItbsFatViOWKwn
q83z0Zr5rHdc1DyttD2tFhcWqwuq4X30bb7ZNVdMFOu5hoW0w0qdkO1Geupi
w2gJUNTK9QOea2Ks4SupUqLQOWbzmoWsgyM4+1F.nltqZ8FRW5vtxG38bgri
CNvA8wgnLOwAfdeArYX8P9n4yBaC4M49Vkt38HyGBNQnGM.v6QckflcMdGBl
U8s2A8ch0gWo5.ZcjCVNBBaIDVcRB+pDlobCLi6.LyG4vbaJKDmxt9cu8sgq
imHsEvjwYKCWOII8g2NOLK7snIz2Zd7ek3zge4PnU4MH0ji.4q6ajbqVr3.G
VsRaKD+rEIqFDnkpcxuQaywcx+JQVnKqv9vKDVoWVJ4mkJ.WRafak9aoK5eX
pozILfX5n61f63abXM3Mi6ByhlFuJxC3s4SKU+O3Lns2RaRzS3NSeVFwrBqY
mHVSF.r9POO2eZGL47FKvdCoImHvAtvFReN.0tt6G2AbE+YLt1ECm6jvJZfA
0xtl4ndmzwXcU87hJP7i6kRG0JWZnAXPq7usxdfQ88AiNIBcxrEqCrUMXfSx
W3CauJMwWvwEeY85EXbwWXK4q.93huf1xWin8WvtHGxpbynSxWftxWii0qZ1
xz.egGG7UPW4K3nfuHcfsFQpC6zoW3QCag5xpUeojurovV1WizQP6Yzthzgn
tCcbIMB9rZxP67DxozCgJ+hstCVUV93D5hUGFQ915lUGlNBcFi6hDvIEGzms
XSyMxpmChelk0pI1tUGH3gRv70GqGney+mnmVm58Ue0WbO7MHe7DH8q+4vIA
e8u.ilzyoCDggJTniMkOPDGMk4KVdPxoN+6dWgAWXuTcP4PWd0AAas5f7ufI
PeSUafr3f90QKmFM2CVOhQZBwjuGBM.goeRgc2ZIFh37BkDjdXq0X9b10Dyu
3xrLZf0o7WFGw6VFk8Xx77pTrjNGYF4chwajgTwF6MPVIGhdSZzl0Iq1DcmD
6zKDhWN7.syBMT2kiy279MkxL4WcRjCSSN97C782y4rSkvyQoFTkwZdv0ppf
2KgTMNHu6iQaQpF8LjpO0UJvEZkxtZC1FU3OuS9xK+o7ZCF0ptGnap9VFf3E
m3Ac4AA1ZQZhIgFZSjlfcSyDD+cMlb0nNnNvVLCxJLsqwVNNzZLIaqAPKkcu
3hIhY6XcuLeL76vLP.4DcfcB0RR1clNFD7P203OSzLbjQycPXF5Fy5kQ3ndw
VUFUrQ04oYGZL.gPiOkFVORcniORFQbGZdDNRcrcxEAYivQWj6PxLaGoNtEI
CGWmAVgPZMzr6nz.Zq0QHz3ilgP2Z3gYi7bEFk39zrCgyvwm8Q1RxD7Ye5g8
xna5kQ2zPL5ldYxL0uSloZGIIxvC3oZKYa5b632zmaBfVzL9CtYjMjknv7xw
ztQIhuaMlkzMp+3Uyidpi8n+JFa1U2AVYEZITG2uQppfQZi+IWgso+2na.eP
e8Hq.X5OKk5KTuz98e0Kse+qj1u+uUKYo52r9CSO3+alO2KzKMb07jkdeHbw
1n8MqUYGE1S0PgkcizubiX6T37uzScfq7QRj4Og253mhVro194J4TafU94cp
+hCZHFXD1Wy9KyBWD4Maa5FAtsNYSrTTxKUX3PV7GhjH4tGL4du+1eQr9u1S
NPDdLxSFyeOE5TKBiOUDNfn68vrhSDH4i4jsF1FQXkQpdyhVrXiFOWuUtqZu
r7AneOLbDzVzQv118gQtYx.7y8PmX1kTzpmZ2Ti4SHDJGgkmm6aWdS3pIYxa
6UnJPOUhLICXqfD+RhQG12W5kYDgutbqob6FQDkxJRGaVPzTN6pN1suRvKes
t97VwWaXXm6nwikNWLSusxx9VL6ysF6L0GpFTpLo6bv39Y1Y35njMJoYl1X4
mm8+ZaPHJROtnrUJB6fXzyrQ6ynHoivT6lv9z9oMfCcebfR07dSMzwZy8S2e
X7nmN63dc9TXz2nO4l15r2gDbAsJr+aZ7L8L8Sukp8dFO4h1hqGDajYDMVng
j1MRl46xVIOHPFgYtFpukPFabdwheQuZFTgS3nP6twJi5lWquOAp7i.MptaG
iHW+WqGRl.4ZWBgzJwsXSH9yd8V4p5sFxPiS8VuoecHYAoOHmX4tRG0gj8KT
YD3rGk.tIJYB1EsOkpP3IrboJcv9YsVJ7T9ms3ECy16uIqwqfq9yFo389gqw
dbdIbANNUzuQElTHDC7PXN1S7MPu4fyB.qwxeHp0ImEsqNkgM9rpHOdSVNHt
o3wrvlvbb4zKLnWk0xgTSX1gs1POnjKoXVCN3JY6lHYlF0vTIi11QA21v25z
tVwQFb.LHfIijb6Cp0ZLFQyt+8nEKR93afW7JwW4BQHnW8gXtG409HhQc5Yb
a+6DQpoIEYxFg1m7jmit3PuzYAru1cbmZQCetKqqkwyWmHTlrIe00W0i18Ob
Es+YMZWXM2n33ssjQY.mQ.x1JFkO5nXGpB67GcM.Dls69bmRUiQFcE+LyV02
L2o8CvrsV9YtidYlskwHycNYuhyHpglcnsf1VsnANinA05yrcG0FzfwmcFTa
0NScmsfzNod1QjmsU8L0gjmgc4HEGoycYqdCJeDRyNTmnyVccD9nqqtQbn9C
i0NR.L95mFpsfvQFM6NlHoVxsoEMwbn9CCvx9CCi4VzrM3LkL9vYJ5r2fXT9
NtFe+tqvx0QK3aWrMpX3IxKB8p4xiZnIfIXnOi3KajFLJgCPpt7g7gfGLXGJ
zwykgyS79TkKtuYo3COtHKV0hwALw2kFEs5YwEptrBEK+mpwnvj8gjgiANNL
QclCBPTnZYvO.F.UM1DJmJawIGLUNJ03h+AU2IfxAffyAidh8ImNUH7szUZZ
ruvb58pkRAI21t1wQAGuxxwzT3b0jkvUUtXNS6LYy10QoqS1Dc28QQymFN6m
5XCe48wY2sLTHW7TiXjNyvvXSE+fZBjPV1WSvWg80DLQmI.5l+CPOyT7CNns
lXYCo5k9exK8+jqj9eR314wIhkxzrgo4mXZaD2K0ReyyrOkPz0yVEsxqmaQU
OTMQie+p6SRWpTV3MKMZtPMmtwu7g34QIdQydLw6iwYO5keHxWpaLIB7KYo2
BiNwydWJAwK2pzHs0kRtjsAldsprw5hGIfOdqG6makzBT60n9r9ofqgi8B2O
.pRKee+9oHic8BRuB6TqWThIQp.Z+TKxfKasHuHIbtbnR4A6uTnFoAM827aM
qVwm0I4CpaSxm9XvbMOdo2W.89BTuk3v5IOIQmhlrVywUBZnf3gpxS7DXbei
tl899sJ+xGJzELLn6+bgWZzC84z.kATi4OSCefzZwDTNG7uBDfy7h8l5EWOF
isHc4ymGcVUHU5S0P.cahn0IWKBNF0J2.hOsoo05YniS.gpzIFqQ1VUZfPiQ
7soaItIxbgYcmu16q.x6HR.fu972SEy6TL4iiRbtZjZg6msQFS2N8.eD8ptL
DAO5cZi3typM5WnJASPbwK2t7Pv9YTRhFy9z94P2zKk6FpcIgX+RxoU9XEWb
jycZDOfftvpg9uk6H5y9HA.Tv3ESebsgtMJhMTyQygpIcb52roK3KnnwgMfu
XvnDeGlF7gtUAPzUhiw+nMgkngTiQWmIr8wMIEX65sYZGWHtRYuciciPMSG9
ISQS1zJA4JSqgxjjnTOnGnYEzDKrKO++sxtbici5qxC0s12Fgd5PA8zARHWM
OM5Qo6b0LLj7ar1Q3qsiDeeb1DsNDoM5BwaOh2rGCER6n.f.d.mnh9BNU0tK
8q8QuIK.BZs9hwAWx6H0KUhKc7MgSI1l283fSqRbYl12MvzdWf69sAttbw1l
E4D2ovjvVmE4tCIy5YAJ4rDPpnQWx94BTnguPuwVuc2cJYELomWcn.9t0iK6
pi0J1bmLoFaasShXitN4fKMUusVEkCQyVuwE3LEfAx5sfN1Tp2p45M5DsGxL
9M3lg.He2uMvJHQvtHQcJbJTGsDh9hA5CFT+1kfSsZnKepbpoqXRL13p80EY
3swEA5aq4gFOOC021V8M0uMzbpsG63NpCgC8Xg+kRN5kRN5kRNpmJ4ndYBJS
zQYEleBRSSOYxEqdi5shshPERqzckHSykaE4RM9nOXvfa8r+FC4Eq+mlG926
F9gilo+M1TXO1H6Bu9jcky+BsrKncY2cSTUmoVAkc66zGlVMxfaBYJEcfFFK
75TEl0X0ARH1J0eEVdfA5NRJLPAQAFOnUpjht.kGH3kxC7kxC7yqxCT0ivkj
PTZnbGs2lDurGCy79yQy89k+GuuOLc4sdxKJ48e9kd+FwR14OGHIT8DkV2P1
yMVfaaB24P0W32uebxO6QwonQaTS37T4OJG74JEZa7lFI..uGhVIA8n48.hZ
zrPHpTxvBDEOtPzu7A4sdWEsYyWJwU4CsN9onE1isOih0LXeSEOehxCrM+nc
Hn8uprLVlZySidHdkBDUcm8Su1EUVCVzjeXfsIluKMd386wztDgz2LpzjgGX
aAi74wHjC6aR.aKwHH+yOLBg5HFE3lXjYJk.73.ODk1iCoDhNqsLCoDNsslX
.z2MmQIodeTbnn5Lw9BpLJoLiOCRqHUmKx5KfrkR7p2.LpxRKqks3WPQq6Wj
Hdu68YNqY2VoY2XCHxAYHorKcnX7Q4nWJUckpdVQl49RlnpeF6FKfgp9V38Y
8s.McSk.x91ePSnDyMOebPF45ZmYyramJ5BBTOylqBVe2MBh0O8WFn62eYLa
KPDx3s+x7Lg.ioyDnkcYH7UVK1wpp4Yu8eWccNFyzdE2mm9XFQ7PhNAtCZ0D
ZrSOYbQ86I0rtgUWxYScSdTa5hsmdS1y3EbS83Rfs49LHyQ8qnx0rmtxYcMa
ZLayBXf5nvPZSWOu0Co0Zd4p5I1LLKCNiyuR30il1Np6.b0OQsMF4h0dgn8h
QGwuFKF8gAqyslFhrDqCdAqOUrN2i2bfkXsuKi08RQ4ZaYeBcmIWxU7vM0+k
gaZuOlBQtCIirdzc4Nj73qlqQ1JK6NynPqqTI0D9B18JUxXwGDQc2pvBBcmZ
0DzkAoliPyiu4dOZ7MDvQivIrmsm5fbGKnf1drCxglVc1dtCzgljg3tPyNBN
2opccjMkKcrAYn0WUDLtJp3yVME2+EzYc0ex01rkCRzC1k.KJ1QnaUvXa7Nb
jxUt1iU0LMFF.HpJPFvU+TgJTx9xlLunPIlBhh2Xg0kSN05ZqJ.op6ibOerS
1Y9VKyKwjOdBhOMK5XvDpNqm.L87egyqQ7A2XUzsCn1FPv..h.o2b9jUjvPz
SqS890puFu5G.+3OGLAS+EheDJ+QFsi3SM8lvlDevl4IkI2fY0H+3epBPGTP
bkEpnS3HrOjV0h.5bVFmOl7wowO7q5bsIC0MzCjd3MxnMsGC2eaxtBqpSpoz
FzJuzCCCR.3kQ43K0p4UXsZd9pPylRg8lmOPslLEzIx15hOQpuiTHcgQVlMW
WAyKk+4hI5RGrOmCPEQZSUseb4+2btqbMLMqDfWjmXKhoPK8jvXyRvjVg9as
bIvTwg5DaEosVzMFXDjgt6XGu59j9qE6qOjGrOCQaTF2eLpNYflPi6qd3aUy
0E8WsaBbblyy1dIeDrtIu5PwJW0wTsoqXBoiOmS6PMSWnssTZ3HxcdWH21U8
UjS89f39IJbG1wFfkctYPO+C7YMdCZbecCZv4DoNut36zvUDFqlkj5VC.yuQ
m+ELBf0MsJ.1faZBLytGkcb9AM5wXfK4Jz9yI5LSlfCqICHqLqda.S5l+0q1
ZWWFunLt83UvK3ko60YGd4OZvqZbfrPau2lnrYQKV3AE+2GBWHryP8emySKw
D5DpOj.k8DXeClFLgK9W.sA7k1KdmuFbM37gq+CcEKuqsGYKH1pzIOP0Lqzi
H0lcaussVQjqzPQ07lN5nM2NQ4tUvQ26yAOcw9XZwYxYykZxbI66Ff9KjWx4
Lmpy2nc2CrQwBZO1mYWGtJZQmMxwmYJeIswN95PbJdPHJHfPqhIXUvEpObce
z9RyPpMmS3XJ02WX2l1qFDI+wHDDtRNJ3D3HyCJiLUQRRnDwDOE+cAEnbmDE
LginDtzPdLi3CXpeRnd1W8SH1dwszj0Io6BG0DLevfQwQvFQgcPIDX5jERaU
qGKYCKVBHXH1uLXB3BzLP+S1Alp+pxNdRisG5TACB2bguXSNrerODN1+AGsR
aK03CrfbJmyc8K8XC5LbvCCYA8vfCG8Xyx0ADcuROVPNCG0PsYuEZ3jdnA1P
OfgidrY2k+vQN1H8PXCG8PsQW3.RODKnmgS0rMnCA3TjCF5TjCpX512qTCwJ
qLnsfNGT6VPtYHkaZWY4+J1u7uhJ9qAEc87.yf3gayAwFUqxZb.OLjCyRxAY
+xOAZxZgdZEkThbroxf5WHzFsukqJ09mdfsQOC2o2DnkWjYfz3YA0PGNvwFY
mgibv1XHJd3rrAai1RJd3nGaVuvC2EYvXarDc31qis4ZvD9vROsoKDNbWzCa
61c3fQNPaHGzfPNHtsvi+vPOA1ROrggd7skdnCC8XkwiC2tKD0oNaGYygEvg
6vKDx1CuFns6PaomgQaHxFelhFNier5rTrSQNJSMFlUKnMGVvFN2LACrzwNC
ylKnMmULbd8BZqeFFHxgZI4LPxxVcoTPG8BGUWUwHto82CzIRP4esmb6lUbD
Y3tnDzJKuGX5oUSuO08m5XOePc0JIkCpm1Cpk1iqi15qg1CqeVUJnevfpWCI
MLf5OXnna.qScnzaxB9ZFw4kGu4EWyZZ3yaME11.m+LQbkGr7VScVML4adPx
+7Y.UNd9scGYkowBUkNFbFvWkDF9TDmbdW6UT22krXdmIP+cYIBkifTENCAP
N6zIPwq4e+5+ehJhZqA
-----------end_max5_patcher-----------

Found Systems: TextToSpeech -> SpeechToText Conversion

Although text to speech and speech to text algorithms today are extremely accurate, there may be minute losses in communication for any given translation (either speech to text or vice versa). By repeatedly re-converting the output starting from a block of text, these small losses are magnified until the block of text is considerably different than the original.

I used the default text-to-speech software on a Mac (In TextEdit, Edit -> Speech), and dictation.io for speech-to-text. I used Soundflower to redirect the system audio output directly to input in order to minimise losses in audio quality from speakers / microphone pickup.

Notes:

We see that the first conversion is a large change, as all punctuation is lost, and the block of text appears to be a single sentence. After this, the following changes are mainly replacement of words with similar-sounding phonetic substitutes. I should note that there were 3 points during the experiment that the changes began to stagnate, so I introduced small tweaks in the process to re-kindle them-

  • After Iteration 12, I increased the speed of the TTS voice by around 15%
  • After Iteration 22, I switched the voice from ‘Alex’ to ‘Fred’ (System Preferences -> Dictation & Speech) and changed the speed to the original rate
  • After Iteration 35, I increased the speed of the new voice by around 15%

The original text is taken from the Wikipedia article on the Beatles:

The Beatles built their reputation playing clubs in Liverpool and Hamburg over a three-year period from 1960, during which Stuart Sutcliffe briefly served as a fifth member until his death. The core of Lennon, McCartney and Harrison went through a succession of drummers, most notably Pete Best, before settling on Starr.

The results can be seen in this post.

0

The Beatles built their reputation playing clubs in Liverpool and Hamburg over a three-year period from 1960, during which Stuart Sutcliffe briefly served as a fifth member until his death. The core of Lennon, McCartney and Harrison went through a succession of drummers, most notably Pete Best, before settling on Starr.

The Beatles built their reputation playing clubs in Liverpool and Hamburg over a three year period from 1960 during which Stuart Sutcliffe briefly served as a fifth member until his death in the core Lennon McCartney and Harrison went through a succession of drummers most notably if he passed before settling on star

The Beatles built their reputation playing clubs in Liverpool on Hamburg over a three year period from 1960 during which Stuart Sutcliffe briefly served as a fifth member until his death in the core Lennon McCartney and Harrison when through a succession of drummers most notably if he passed before settling on star

The Beatles belt that reputation playing clubs in Liverpool on Hamburg over a three year period from 1960 during which Stuart Sutcliffe briefly served as a fifth member until his death in the core Lennon McCartney and Harrison going through a succession of drummers most notably if he passed before settling on star

The Beatles belt that reputation playing clubs in Liverpool on Hamburg over a three-year period from 1960 during which Stuart Sutcliffe briefly served as a fifth member until his death in the core Lennon McCartney and Harrison going through a succession of drummers most notably if he passed before settling on star

5

The Beatles belt that reputation playing clubs in Liverpool on Hamburg over a three-year period from 1960 during which Stuart Sutcliffe briefly served as a fifth member until his death in the core Lennon McCartney and Harrison going through a succession of drummers most notably if he passed before settling on star

The Beatles belt that reputation playing clubs in Liverpool on Hamburg over a three year period from 1960 during which Stuart Sutcliffe briefly served as a fifth member until his death in the core Lennon McCartney and Harrison going through a succession of drummers most notably did he passed before settling on star

The Beatles belt that reputation playing clubs in Liverpool on Hamburg over a three year period from 1960 during which Stuart Sutcliffe briefly served as a fifth member until his death in the core Lennon McCartney and Harrison going through a succession of drummers most notably did he passed before settling on star

The Beatles belt that reputation playing clubs in Liverpool New Hamburg over a three year period from 1960 during which Stuart Sutcliffe briefly served as a fifth member until his death in the core Lennon McCartney and Harrison going through a succession of drummers most notably did he passed before settling on star

The Beatles belt that reputation playing clubs in Liverpool New Hamburg over a three year period from 1960 during which Stuart Sutcliffe briefly served as a fifth member until his death in the core Lennon McCartney and Harrison going through a succession of drummers most notably did he passed before settling on star

10

The Beatles belt that reputation playing clubs in Liverpool New Hamburg over a three year period from 1960 during which Stuart Sutcliffe briefly served as a fifth member until his death in the core Lennon McCartney and Harrison going through a succession of drummers most notably did he passed before settling on star

The Beatles belt that reputation playing clubs in Liverpool New Hamburg over a three-year period from 1960 during which Stuart Sutcliffe briefly served as a fifth member until his death in the core Lennon McCartney and Harrison going through a succession of drummers most notably did he passed before settling on star

The Beatles belt that reputation playing clubs in Liverpool New Hamburg over a three year period from 1960 during which door its like life. We serve as a fifth member until his death in the core Lennon McCartney and Harrison going through a succession of drummers most notably did he pass before settling on star

The Beatles. That reputation playing clubs in Liverpool New Hamburg over here. From 1962 and which door is like life we serve as a fifth member until his death in the core Lennon McCartney and Harrison going through a succession of drummers most notably did he pass before settling on star

The Beatles. Notification playing clubs in Liverpool new hallmark over here from 1962 and with doors like life we serve as a fifth member until his death in the core Lennon McCartney Band Harrison going through a succession of drummers most notably did he pass before settling on star

15

Pepitos notification playing clubs in Liverpool new hallmark over here from 1962 and with doors like like we serve at the fifth member until his death in the core Lennon McCartney Band Harrison going through a succession of drummers most notably did he pass before settling on star

Pepitos notification playing clubs in Liverpool new hallmark over here from 1962 and with doors like like we serve at the fifth member until his death in the core Lennon McCartney Band Harrison going through a succession of drummers most notably did he pass before settling on star

Pills notification playing clubs in Liverpool new hallmark over here from 1962 and with doors like we serve at the fifth member until his death in the core Lennon McCartney Band Harrison going through a succession of drummers most notably did he pass before settling on star

Pills notification playing clubs in Liverpool new hallmark over here from 1962 and with doors like we serve at the fifth member until his death in the core Lennon McCartney Band Harrison going through a succession of drummers most notably did he pass before settling on star

tells notification play in clouds in Liverpool new hallmark over here from 1962 and with doors like we serve at the fifth member until his death in the court Lennon McCartney Band Harrison going through a succession of drummers most notably did he pass before settling on star

20

Tells notification play in clouds in Liverpool all new hallmark over here from 1962 and with doors like we serve at the fifth member until his death in the court Lennon McCartney Band Harrison going through a succession of drummers most notably did he pass before settling on star

tells notification play in clouds and Liverpool all new hallmark over here from 1962 and with doors let me serve at the fifth member until his death in the court Lennon McCartney Band Harrison going through a succession of drummers most notably did he pass before settling on star

tells notification play in clouds in Liverpool all new hallmark over here from 1962 and with doors let me serve at the fifth member until his death in the court Lennon McCartney Band Harrison going through a succession of drummers most notably did he pass before settling on star

Del’s notification play in clouds in Liverpool all new hallmark over here from 1962 and ruin yours let me see her that the fifth member until his death in the correct lemon McCartney diamond Harrison going through a succession of during the most notably you did he pass before settling on star

Del’s notification play in clouds in Liverpool all new hallmark over here from 1962 and to you and yours let me see her then the fifth member until his death and not correct Lennon McCartney diamond Harrison going through a succession of the Rings the most notably you did he pass before settling on star

25

Del’s notification play in clouds in Liverpool all new hallmark over here from 1962 until you and yours let me see her than the fifth member until his death and not direct Lennon McCartney diamond Harrison going through a succession of the Rings the most notably you did he pass before settling on star

Del’s notification play in clouds in Liverpool all new hallmark over here from 1962 until you one dealers let me see her then the fifth member until his death and not directly man McCartney diamond Harrison going through a succession of the Rings the most notably you did he pass before settling on star

Del’s notification play in clouds in Liverpool all new hallmark over here from 1962 until you were $1 let me see her than the fifth member until his death but not directly meant McCartney diamond Harrison going through a succession of the Rings the most notably you did you pass before settling on star

Del’s notification play in clouds in Liverpool all new hallmark over here from 1962 until you wear $1 lets me see her then the fifth member until his death but not directly meant McCartney diamonds Harrison going through a succession of the Rings the most notably you did you pass before settling on star

Del’s notification play in clouds in Liverpool all new hallmark over here from 1962 until you wear $1 lets me see her then the fifth member until his death but not directly meant McCartney diamonds Harrison going through a succession of the Rings the most notably you did you pass before settling on star

30

Del’s notification play in clouds in Liverpool all new hallmark over here but I’m 1962 until you wear $1 lets me see her then the fifth member until his death but not directly meant McCartney diamonds Harrison going through a succession of the Rings the most notably you did you pass before settling on star

Del’s notification play in clouds in Liverpool all new hallmark over here about on 1962 until you wear $1 lets me see her then the fifth member until his death but not directly meant McCartney diamonds Harrison going through a succession of the Rings to the most notably you did you pass before settling on star

Del’s notification play in clouds in Liverpool only Walmart over here about a 1962 until you later $1 lets me see her than the fifth member until his death but not directly meant McCartney die in mens hair isn’t going free was like session of the Rings think the most know that mean you would have you pass before settling on star

Del’s notification play in clouds in Liverpool New York 1960 until his death but not directly meant McCartney die in mens hair isn’t growing free ones like session of the Rings think the most know that mean you would have you passed before settling on star

Del’s notification play in clouds in Liverpool New York 1960 until his death but not directly meant McCartney die in mens hair isn’t growing for you ones like session of the Rings think the most know that’s me in the world have you passed before settling on star

35

Del’s notification play in clouds in Liverpool New York 1960 until his death but not directly meant McCartney die in mens hair isn’t growing for you runs like session of the Rings think the most know that’s me in the world have your pass before settling on star

Nails notification play in clouds in Liverpool New York 1960 until his death but not directly meant McCartney die in mens hair isn’t growing for you runs like session of the Rings think the most know that’s me in the world have your to ask before settling on star

M*** notification play in clouds in Liverpool New York 1960 until his death but not directly meant McCartney die in mens hair isn’t blowing through everyone’s like section of the Rings think the most know that’s me in the world have you heard you ask before settling on star

I’m asking if you have to risk asterisk notification play in clouds in Liverpool New York 1960 until his death but not directly meant McCartney die in mens hair isn’t blowing through everyone’s like selection of the Rings think the most know that’s me in the world have you heard your ass before settling on star

I’m asking if you have the risk asterisk notification play in clouds in Liverpool New York 1960 until his death but not directly meant McCartney die in mens hair isn’t blowing through everyone’s like the election of the Rings think the most know that’s me in the world have you heard your ass before settling on star

40

I’m asking if you have the risk asterisk notification play in clouds in Liverpool New York 1960 until his death but not directly members McCartney died in mens hair isn’t blowing through everyone’s like the election of the Rings think the most know that’s me in the world have you heard your ass before settling on star

I’m asking if you have the risk asterisk notification play in clouds in Liverpool New York 1960 until his death but not directly members McCartney died in mens hair isn’t blowing through everyone’s like the election of the Rings think the most know that’s me in the world have you heard your ass before settling on star