Decoding Performance with Data

Charles MartinOctober 2015

https://youtu.be/S-LFpBbjrxs

1. nothing 2. slow taps 3. fast taps 4. fast strokes 5. fast stokes accelerating 6. very slow swirl 7. big swirl 8. small swirl 9. combination (swirling and tapping)

touch began

!touch moved

!touch ended

!

2013-04-21T11:49:16.832236,christina,811.5,301.5,12 2013-04-21T11:49:16.835367,charles,136,43,0.5 2013-04-21T11:49:16.835645,yvonne,566.5,446.5,43.566040039062 2013-04-21T11:49:16.844141,christina,811.5,313,11.5 2013-04-21T11:49:16.854227,yvonne,525,449,41.575233459473 2013-04-21T11:49:16.863180,christina,808.5,323.5,10.920165061951 2013-04-21T11:49:16.865793,charles,136,44,1 2013-04-21T11:49:16.868442,yvonne,487,449,38 2013-04-21T11:49:16.880064,christina,803,334.5,12.298374176025 2013-04-21T11:49:16.882696,charles,136,44.5,0.5 2013-04-21T11:49:16.885074,yvonne,454,445.5,33.185085296631 2013-04-21T11:49:16.897053,christina,795.5,344.5,12.5 2013-04-21T11:49:16.902097,yvonne,426.5,435,29.436372756958 2013-04-21T11:49:16.904264,charles,136,45,0.5 2013-04-21T11:49:16.911449,christina,785.5,354.5,14.142135620117 2013-04-21T11:49:16.916264,yvonne,404.5,420,26.627054214478 2013-04-21T11:49:16.919006,charles,136,45.5,0.5 2013-04-21T11:49:16.928390,christina,774.5,362.5,13.601470947266

2013-04-21T11:47:33.753214,charles,468,387.5,0 2013-04-21T11:48:04.714809,yvonne,772,688.5,0.70710676908493 2013-04-21T11:48:04.715065,yvonne,771.5,688.5,0.5 2013-04-21T11:48:04.715187,yvonne,771,688.5,0.5 2013-04-21T11:48:04.715371,yvonne,770.5,688.5,0.5 2013-04-21T11:48:04.716040,yvonne,770,688,0.70710676908493 2013-04-21T11:48:04.719369,yvonne,769.5,688,0.5 2013-04-21T11:48:04.735517,charles,915.5,85.5,0 2013-04-21T11:48:05.658030,christina,639,612,0 2013-04-21T11:48:05.677759,yvonne,137,142,0 2013-04-21T11:48:05.764773,yvonne,139,145,3.6055512428284 2013-04-21T11:48:05.780803,yvonne,140,147,2.2360680103302 2013-04-21T11:48:05.798284,yvonne,141.5,149.5,2.9154758453369 2013-04-21T11:48:05.815554,yvonne,143,151,2.1213202476501 2013-04-21T11:48:05.836993,yvonne,144.5,152.5,2.1213202476501 2013-04-21T11:48:05.852168,yvonne,146,154,2.1213202476501 2013-04-21T11:48:05.866610,yvonne,148,155.5,2.5 2013-04-21T11:48:05.883235,yvonne,148.5,156.5,1.1180340051651 2013-04-21T11:48:05.942159,yvonne,150,157,1.5811388492584 2013-04-21T11:48:05.943390,yvonne,151,157.5,1.1180340051651 2013-04-21T11:48:05.943785,yvonne,152.5,158,1.5811388492584 2013-04-21T11:48:05.960554,yvonne,153,159,1.1180340051651 2013-04-21T11:48:05.970349,yvonne,154,159.5,1.1180340051651 2013-04-21T11:48:05.987072,yvonne,155,159.5,1 2013-04-21T11:48:06.005906,yvonne,155,160,0.5 2013-04-21T11:48:06.036972,yvonne,155.5,160.5,0.70710676908493 2013-04-21T11:48:06.109114,yvonne,156,160.5,0.5 2013-04-21T11:48:06.123095,yvonne,156.5,160.5,0.5 2013-04-21T11:48:06.544707,charles,132.5,104.5,0 2013-04-21T11:48:07.491456,christina,361,287.5,0 2013-04-21T11:48:08.357178,christina,361,284,3.5 2013-04-21T11:48:08.524084,christina,361,283.5,0.5 2013-04-21T11:48:08.619977,charles,933.5,73.5,0 2013-04-21T11:48:08.669674,charles,939.5,65.5,10 2013-04-21T11:48:09.390795,yvonne,451,371,0 2013-04-21T11:48:09.510249,yvonne,455.5,371,4.5 2013-04-21T11:48:09.527212,yvonne,458,371,2.5 2013-04-21T11:48:09.542888,yvonne,460.5,371,2.5 2013-04-21T11:48:09.557355,christina,675,377.5,0 2013-04-21T11:48:09.562293,yvonne,463.5,371,3 2013-04-21T11:48:09.578884,yvonne,467,371,3.5 2013-04-21T11:48:09.599054,yvonne,470,372,3.1622776985168 2013-04-21T11:48:09.611742,yvonne,472.5,372.5,2.5495097637177 2013-04-21T11:48:09.628581,yvonne,474,373,1.5811388492584 2013-04-21T11:48:09.646013,yvonne,475.5,373.5,1.5811388492584 2013-04-21T11:48:09.666203,yvonne,476,373.5,0.5 2013-04-21T11:48:09.714658,yvonne,476.5,373.5,0.5 2013-04-21T11:48:09.747082,yvonne,477,373.5,0.5 2013-04-21T11:48:09.761928,yvonne,477.5,374,0.70710676908493 2013-04-21T11:48:09.783128,yvonne,478.5,374.5,1.1180340051651 2013-04-21T11:48:09.796284,yvonne,479,374.5,0.5 2013-04-21T11:48:09.811427,yvonne,480.5,375,1.5811388492584 2013-04-21T11:48:09.831201,yvonne,481,375.5,0.70710676908493 2013-04-21T11:48:09.844440,yvonne,482,375.5,1 2013-04-21T11:48:09.861651,yvonne,483.5,375.5,1.5 2013-04-21T11:48:09.878088,yvonne,485,376,1.5811388492584 2013-04-21T11:48:09.898938,yvonne,485.5,376,0.5 2013-04-21T11:48:09.913623,yvonne,486.5,376.5,1.1180340051651 2013-04-21T11:48:09.929328,yvonne,487,377,0.70710676908493 2013-04-21T11:48:09.962646,yvonne,488,377,1 2013-04-21T11:48:10.028135,yvonne,488.5,377.5,0.70710676908493 2013-04-21T11:48:10.046424,yvonne,489.5,378,1.1180340051651 2013-04-21T11:48:10.063842,yvonne,490,378.5,0.70710676908493 2013-04-21T11:48:10.079908,yvonne,490.5,378.5,0.5 2013-04-21T11:48:10.111543,yvonne,491.5,379,1.1180340051651 2013-04-21T11:48:10.131742,yvonne,492,379.5,0.70710676908493 2013-04-21T11:48:10.144669,yvonne,492.5,380,0.70710676908493 2013-04-21T11:48:10.162538,yvonne,493,380,0.5 2013-04-21T11:48:10.181484,yvonne,493,380.5,0.5 2013-04-21T11:48:10.205869,yvonne,493.5,381,0.70710676908493 2013-04-21T11:48:10.227477,yvonne,494,381,0.5 2013-04-21T11:48:10.248533,yvonne,494.5,381,0.5 2013-04-21T11:48:10.261269,yvonne,495,381,0.5 2013-04-21T11:48:10.278025,yvonne,495.5,381.5,0.70710676908493 2013-04-21T11:48:10.295384,yvonne,496,381.5,0.5 2013-04-21T11:48:10.316753,yvonne,497,382,1.1180340051651 2013-04-21T11:48:10.350199,yvonne,497.5,382.5,0.70710676908493 2013-04-21T11:48:10.350704,yvonne,498,382.5,0.5 2013-04-21T11:48:10.364795,yvonne,498,383,0.5 2013-04-21T11:48:10.378207,yvonne,498.5,383,0.5 2013-04-21T11:48:10.395792,yvonne,499,383,0.5 2013-04-21T11:48:10.434168,yvonne,500,383,1 2013-04-21T11:48:10.445807,yvonne,502.5,383,2.5 2013-04-21T11:48:10.607825,charles,132,121,0 2013-04-21T11:48:10.655066,charles,127.5,113,9.1787796020508 2013-04-21T11:48:11.639997,christina,704.5,247.5,0 2013-04-21T11:48:12.240063,christina,705.5,245.5,2.2360680103302 2013-04-21T11:48:12.322341,christina,705.5,245,0.5 2013-04-21T11:48:12.444795,yvonne,36.5,487,0 2013-04-21T11:48:12.518827,charles,873,107.5,0 2013-04-21T11:48:12.524434,christina,705.5,244.5,0.5 2013-04-21T11:48:12.540338,christina,705.5,244,0.5 2013-04-21T11:48:12.576758,yvonne,39.5,485.5,3.354101896286 2013-04-21T11:48:12.593494,yvonne,42,485.5,2.5 2013-04-21T11:48:12.611248,yvonne,45,485.5,3 2013-04-21T11:48:12.623281,christina,705.5,243.5,0.5 2013-04-21T11:48:12.629264,yvonne,48.5,485.5,3.5 2013-04-21T11:48:12.646952,yvonne,52,485.5,3.5 2013-04-21T11:48:12.666430,yvonne,55.5,485.5,3.5 2013-04-21T11:48:12.677839,yvonne,59,485.5,3.5 2013-04-21T11:48:12.695274,yvonne,61.5,486,2.5495097637177 2013-04-21T11:48:12.712672,yvonne,64,486.5,2.5495097637177 2013-04-21T11:48:12.733519,yvonne,65.5,487.5,1.8027756214142 2013-04-21T11:48:12.744878,yvonne,67.5,488,2.0615527629852 2013-04-21T11:48:12.756148,christina,705,243.5,0.5 2013-04-21T11:48:12.761246,yvonne,69,488.5,1.5811388492584 2013-04-21T11:48:12.781050,yvonne,70,489,1.1180340051651 2013-04-21T11:48:12.795615,yvonne,70.5,489.5,0.70710676908493 2013-04-21T11:48:12.811655,yvonne,71.5,490,1.1180340051651 2013-04-21T11:48:12.828170,yvonne,72.5,490,1 2013-04-21T11:48:12.862023,yvonne,73,490.5,0.70710676908493 2013-04-21T11:48:12.877854,yvonne,74,490.5,1 2013-04-21T11:48:12.896982,yvonne,75,490.5,1 2013-04-21T11:48:12.911116,yvonne,75.5,491,0.70710676908493 2013-04-21T11:48:12.928817,yvonne,77,491,1.5 2013-04-21T11:48:12.943668,yvonne,77.5,491.5,0.70710676908493 2013-04-21T11:48:12.964462,yvonne,78.5,492,1.1180340051651 2013-04-21T11:48:12.980243,yvonne,79.5,492.5,1.1180340051651 2013-04-21T11:48:12.994551,yvonne,80.5,492.5,1 2013-04-21T11:48:13.013120,yvonne,82,493,1.5811388492584 2013-04-21T11:48:13.033420,yvonne,83,493,1 2013-04-21T11:48:13.044539,yvonne,84.5,493.5,1.5811388492584 2013-04-21T11:48:13.059620,yvonne,86.5,494,2.0615527629852 2013-04-21T11:48:13.081830,yvonne,88.5,495,2.2360680103302 2013-04-21T11:48:13.096709,yvonne,90,495,1.5 2013-04-21T11:48:13.111300,yvonne,92.5,496,2.6925823688507 2013-04-21T11:48:13.130456,yvonne,94.5,497.5,2.5 2013-04-21T11:48:13.150110,yvonne,97,498.5,2.6925823688507 2013-04-21T11:48:13.161513,yvonne,100.5,500.5,4.0311288833618 2013-04-21T11:48:13.176971,yvonne,102,501,1.5811388492584 2013-04-21T11:48:13.374582,christina,463.5,130,0 2013-04-21T11:48:14.006285,christina,465.5,128,2.8284270763397 2013-04-21T11:48:14.173887,christina,466,128,0.5 2013-04-21T11:48:14.238895,christina,466,128.5,0.5 2013-04-21T11:48:14.254933,charles,782.5,110.5,0 2013-04-21T11:48:14.257746,christina,466,129,0.5 2013-04-21T11:48:14.273939,christina,466,129.5,0.5 2013-04-21T11:48:14.339251,christina,466,130,0.5 2013-04-21T11:48:14.357055,christina,466,130.5,0.5 2013-04-21T11:48:14.389356,christina,466,131,0.5 2013-04-21T11:48:14.405635,christina,466,132,1 2013-04-21T11:48:14.426717,christina,465.5,133,1.1180340051651 2013-04-21T11:48:14.440433,christina,465,133,0.5 2013-04-21T11:48:15.106607,christina,516.5,359,0 2013-04-21T11:48:16.103965,charles,158,99,0 2013-04-21T11:48:16.495527,yvonne,360,610,0 2013-04-21T11:48:16.580170,yvonne,361.5,612,2.5 2013-04-21T11:48:16.599098,yvonne,365,616.5,5.7008771896362 2013-04-21T11:48:16.616691,yvonne,369.5,621.5,6.7268118858337 2013-04-21T11:48:16.633664,yvonne,374,627,7.1063351631165 2013-04-21T11:48:16.650152,yvonne,378,631,5.6568541526794 2013-04-21T11:48:16.663871,yvonne,382,635,5.6568541526794 2013-04-21T11:48:16.681566,yvonne,385,637.5,3.9051249027252 2013-04-21T11:48:16.704087,yvonne,388.5,641,4.9497475624084 2013-04-21T11:48:16.716011,yvonne,390.5,643.5,3.201562166214 2013-04-21T11:48:16.733675,yvonne,393,645,2.9154758453369 2013-04-21T11:48:16.749890,yvonne,395,647,2.8284270763397 2013-04-21T11:48:16.773304,yvonne,397,648,2.2360680103302 2013-04-21T11:48:16.784362,yvonne,398.5,650,2.5 2013-04-21T11:48:16.798208,yvonne,400,650.5,1.5811388492584 2013-04-21T11:48:16.820609,yvonne,401.5,652,2.1213202476501 2013-04-21T11:48:16.831446,yvonne,403,653,1.8027756214142 2013-04-21T11:48:16.849545,yvonne,403.5,653.5,0.70710676908493 2013-04-21T11:48:16.866185,yvonne,404.5,655,1.8027756214142 2013-04-21T11:48:16.888981,yvonne,405.5,655.5,1.1180340051651 2013-04-21T11:48:16.901070,yvonne,407,655.5,1.5 2013-04-21T11:48:16.914519,yvonne,408,657,1.8027756214142 2013-04-21T11:48:16.936332,yvonne,408.5,658,1.1180340051651 2013-04-21T11:48:16.956427,yvonne,410,658,1.5 2013-04-21T11:48:16.966710,yvonne,411,659.5,1.8027756214142 2013-04-21T11:48:16.983252,yvonne,412.5,660.5,1.8027756214142 2013-04-21T11:48:17.005073,yvonne,414,662,2.1213202476501 2013-04-21T11:48:17.015963,yvonne,417.5,665,4.6097722053528 2013-04-21T11:48:17.074209,christina,1002.5,638,0 2013-04-21T11:48:17.810376,christina,1005,638.5,2.5495097637177 2013-04-21T11:48:17.857002,christina,1005,638,0.5 2013-04-21T11:48:17.889058,christina,1005,637.5,0.5 2013-04-21T11:48:17.908373,christina,1005,636.5,1 2013-04-21T11:48:17.925520,christina,1005,636,0.5 2013-04-21T11:48:17.939442,christina,1004.5,636,0.5 2013-04-21T11:48:17.956338,christina,1004,635.5,0.70710676908493

}5s# touch-downs # touch-moved mean X, Y pos. S.D. X, Y pos. mean vel.

2013-04-21T11:47:33.753214,charles,468,387.5,0 2013-04-21T11:48:04.714809,yvonne,772,688.5,0.70710676908493 2013-04-21T11:48:04.715065,yvonne,771.5,688.5,0.5 2013-04-21T11:48:04.715187,yvonne,771,688.5,0.5 2013-04-21T11:48:04.715371,yvonne,770.5,688.5,0.5 2013-04-21T11:48:04.716040,yvonne,770,688,0.70710676908493 2013-04-21T11:48:04.719369,yvonne,769.5,688,0.5 2013-04-21T11:48:04.735517,charles,915.5,85.5,0 2013-04-21T11:48:05.658030,christina,639,612,0 2013-04-21T11:48:05.677759,yvonne,137,142,0 2013-04-21T11:48:05.764773,yvonne,139,145,3.6055512428284 2013-04-21T11:48:05.780803,yvonne,140,147,2.2360680103302 2013-04-21T11:48:05.798284,yvonne,141.5,149.5,2.9154758453369 2013-04-21T11:48:05.815554,yvonne,143,151,2.1213202476501 2013-04-21T11:48:05.836993,yvonne,144.5,152.5,2.1213202476501 2013-04-21T11:48:05.852168,yvonne,146,154,2.1213202476501 2013-04-21T11:48:05.866610,yvonne,148,155.5,2.5 2013-04-21T11:48:05.883235,yvonne,148.5,156.5,1.1180340051651 2013-04-21T11:48:05.942159,yvonne,150,157,1.5811388492584 2013-04-21T11:48:05.943390,yvonne,151,157.5,1.1180340051651 2013-04-21T11:48:05.943785,yvonne,152.5,158,1.5811388492584 2013-04-21T11:48:05.960554,yvonne,153,159,1.1180340051651 2013-04-21T11:48:05.970349,yvonne,154,159.5,1.1180340051651 2013-04-21T11:48:05.987072,yvonne,155,159.5,1 2013-04-21T11:48:06.005906,yvonne,155,160,0.5 2013-04-21T11:48:06.036972,yvonne,155.5,160.5,0.70710676908493 2013-04-21T11:48:06.109114,yvonne,156,160.5,0.5 2013-04-21T11:48:06.123095,yvonne,156.5,160.5,0.5 2013-04-21T11:48:06.544707,charles,132.5,104.5,0 2013-04-21T11:48:07.491456,christina,361,287.5,0 2013-04-21T11:48:08.357178,christina,361,284,3.5 2013-04-21T11:48:08.524084,christina,361,283.5,0.5 2013-04-21T11:48:08.619977,charles,933.5,73.5,0 2013-04-21T11:48:08.669674,charles,939.5,65.5,10 2013-04-21T11:48:09.390795,yvonne,451,371,0 2013-04-21T11:48:09.510249,yvonne,455.5,371,4.5 2013-04-21T11:48:09.527212,yvonne,458,371,2.5 2013-04-21T11:48:09.542888,yvonne,460.5,371,2.5 2013-04-21T11:48:09.557355,christina,675,377.5,0 2013-04-21T11:48:09.562293,yvonne,463.5,371,3 2013-04-21T11:48:09.578884,yvonne,467,371,3.5 2013-04-21T11:48:09.599054,yvonne,470,372,3.1622776985168 2013-04-21T11:48:09.611742,yvonne,472.5,372.5,2.5495097637177 2013-04-21T11:48:09.628581,yvonne,474,373,1.5811388492584 2013-04-21T11:48:09.646013,yvonne,475.5,373.5,1.5811388492584 2013-04-21T11:48:09.666203,yvonne,476,373.5,0.5 2013-04-21T11:48:09.714658,yvonne,476.5,373.5,0.5 2013-04-21T11:48:09.747082,yvonne,477,373.5,0.5 2013-04-21T11:48:09.761928,yvonne,477.5,374,0.70710676908493 2013-04-21T11:48:09.783128,yvonne,478.5,374.5,1.1180340051651 2013-04-21T11:48:09.796284,yvonne,479,374.5,0.5 2013-04-21T11:48:09.811427,yvonne,480.5,375,1.5811388492584 2013-04-21T11:48:09.831201,yvonne,481,375.5,0.70710676908493 2013-04-21T11:48:09.844440,yvonne,482,375.5,1 2013-04-21T11:48:09.861651,yvonne,483.5,375.5,1.5 2013-04-21T11:48:09.878088,yvonne,485,376,1.5811388492584 2013-04-21T11:48:09.898938,yvonne,485.5,376,0.5 2013-04-21T11:48:09.913623,yvonne,486.5,376.5,1.1180340051651 2013-04-21T11:48:09.929328,yvonne,487,377,0.70710676908493 2013-04-21T11:48:09.962646,yvonne,488,377,1 2013-04-21T11:48:10.028135,yvonne,488.5,377.5,0.70710676908493 2013-04-21T11:48:10.046424,yvonne,489.5,378,1.1180340051651 2013-04-21T11:48:10.063842,yvonne,490,378.5,0.70710676908493 2013-04-21T11:48:10.079908,yvonne,490.5,378.5,0.5 2013-04-21T11:48:10.111543,yvonne,491.5,379,1.1180340051651 2013-04-21T11:48:10.131742,yvonne,492,379.5,0.70710676908493 2013-04-21T11:48:10.144669,yvonne,492.5,380,0.70710676908493 2013-04-21T11:48:10.162538,yvonne,493,380,0.5 2013-04-21T11:48:10.181484,yvonne,493,380.5,0.5 2013-04-21T11:48:10.205869,yvonne,493.5,381,0.70710676908493 2013-04-21T11:48:10.227477,yvonne,494,381,0.5 2013-04-21T11:48:10.248533,yvonne,494.5,381,0.5 2013-04-21T11:48:10.261269,yvonne,495,381,0.5 2013-04-21T11:48:10.278025,yvonne,495.5,381.5,0.70710676908493 2013-04-21T11:48:10.295384,yvonne,496,381.5,0.5 2013-04-21T11:48:10.316753,yvonne,497,382,1.1180340051651 2013-04-21T11:48:10.350199,yvonne,497.5,382.5,0.70710676908493 2013-04-21T11:48:10.350704,yvonne,498,382.5,0.5 2013-04-21T11:48:10.364795,yvonne,498,383,0.5 2013-04-21T11:48:10.378207,yvonne,498.5,383,0.5 2013-04-21T11:48:10.395792,yvonne,499,383,0.5 2013-04-21T11:48:10.434168,yvonne,500,383,1 2013-04-21T11:48:10.445807,yvonne,502.5,383,2.5 2013-04-21T11:48:10.607825,charles,132,121,0 2013-04-21T11:48:10.655066,charles,127.5,113,9.1787796020508 2013-04-21T11:48:11.639997,christina,704.5,247.5,0 2013-04-21T11:48:12.240063,christina,705.5,245.5,2.2360680103302 2013-04-21T11:48:12.322341,christina,705.5,245,0.5 2013-04-21T11:48:12.444795,yvonne,36.5,487,0 2013-04-21T11:48:12.518827,charles,873,107.5,0 2013-04-21T11:48:12.524434,christina,705.5,244.5,0.5 2013-04-21T11:48:12.540338,christina,705.5,244,0.5 2013-04-21T11:48:12.576758,yvonne,39.5,485.5,3.354101896286 2013-04-21T11:48:12.593494,yvonne,42,485.5,2.5 2013-04-21T11:48:12.611248,yvonne,45,485.5,3 2013-04-21T11:48:12.623281,christina,705.5,243.5,0.5 2013-04-21T11:48:12.629264,yvonne,48.5,485.5,3.5 2013-04-21T11:48:12.646952,yvonne,52,485.5,3.5 2013-04-21T11:48:12.666430,yvonne,55.5,485.5,3.5 2013-04-21T11:48:12.677839,yvonne,59,485.5,3.5 2013-04-21T11:48:12.695274,yvonne,61.5,486,2.5495097637177 2013-04-21T11:48:12.712672,yvonne,64,486.5,2.5495097637177 2013-04-21T11:48:12.733519,yvonne,65.5,487.5,1.8027756214142 2013-04-21T11:48:12.744878,yvonne,67.5,488,2.0615527629852 2013-04-21T11:48:12.756148,christina,705,243.5,0.5 2013-04-21T11:48:12.761246,yvonne,69,488.5,1.5811388492584 2013-04-21T11:48:12.781050,yvonne,70,489,1.1180340051651 2013-04-21T11:48:12.795615,yvonne,70.5,489.5,0.70710676908493 2013-04-21T11:48:12.811655,yvonne,71.5,490,1.1180340051651 2013-04-21T11:48:12.828170,yvonne,72.5,490,1 2013-04-21T11:48:12.862023,yvonne,73,490.5,0.70710676908493 2013-04-21T11:48:12.877854,yvonne,74,490.5,1 2013-04-21T11:48:12.896982,yvonne,75,490.5,1 2013-04-21T11:48:12.911116,yvonne,75.5,491,0.70710676908493 2013-04-21T11:48:12.928817,yvonne,77,491,1.5 2013-04-21T11:48:12.943668,yvonne,77.5,491.5,0.70710676908493 2013-04-21T11:48:12.964462,yvonne,78.5,492,1.1180340051651 2013-04-21T11:48:12.980243,yvonne,79.5,492.5,1.1180340051651 2013-04-21T11:48:12.994551,yvonne,80.5,492.5,1 2013-04-21T11:48:13.013120,yvonne,82,493,1.5811388492584 2013-04-21T11:48:13.033420,yvonne,83,493,1 2013-04-21T11:48:13.044539,yvonne,84.5,493.5,1.5811388492584 2013-04-21T11:48:13.059620,yvonne,86.5,494,2.0615527629852 2013-04-21T11:48:13.081830,yvonne,88.5,495,2.2360680103302 2013-04-21T11:48:13.096709,yvonne,90,495,1.5 2013-04-21T11:48:13.111300,yvonne,92.5,496,2.6925823688507 2013-04-21T11:48:13.130456,yvonne,94.5,497.5,2.5 2013-04-21T11:48:13.150110,yvonne,97,498.5,2.6925823688507 2013-04-21T11:48:13.161513,yvonne,100.5,500.5,4.0311288833618 2013-04-21T11:48:13.176971,yvonne,102,501,1.5811388492584 2013-04-21T11:48:13.374582,christina,463.5,130,0 2013-04-21T11:48:14.006285,christina,465.5,128,2.8284270763397 2013-04-21T11:48:14.173887,christina,466,128,0.5 2013-04-21T11:48:14.238895,christina,466,128.5,0.5 2013-04-21T11:48:14.254933,charles,782.5,110.5,0 2013-04-21T11:48:14.257746,christina,466,129,0.5 2013-04-21T11:48:14.273939,christina,466,129.5,0.5 2013-04-21T11:48:14.339251,christina,466,130,0.5 2013-04-21T11:48:14.357055,christina,466,130.5,0.5 2013-04-21T11:48:14.389356,christina,466,131,0.5 2013-04-21T11:48:14.405635,christina,466,132,1 2013-04-21T11:48:14.426717,christina,465.5,133,1.1180340051651 2013-04-21T11:48:14.440433,christina,465,133,0.5 2013-04-21T11:48:15.106607,christina,516.5,359,0 2013-04-21T11:48:16.103965,charles,158,99,0 2013-04-21T11:48:16.495527,yvonne,360,610,0 2013-04-21T11:48:16.580170,yvonne,361.5,612,2.5 2013-04-21T11:48:16.599098,yvonne,365,616.5,5.7008771896362 2013-04-21T11:48:16.616691,yvonne,369.5,621.5,6.7268118858337 2013-04-21T11:48:16.633664,yvonne,374,627,7.1063351631165 2013-04-21T11:48:16.650152,yvonne,378,631,5.6568541526794 2013-04-21T11:48:16.663871,yvonne,382,635,5.6568541526794 2013-04-21T11:48:16.681566,yvonne,385,637.5,3.9051249027252 2013-04-21T11:48:16.704087,yvonne,388.5,641,4.9497475624084 2013-04-21T11:48:16.716011,yvonne,390.5,643.5,3.201562166214 2013-04-21T11:48:16.733675,yvonne,393,645,2.9154758453369 2013-04-21T11:48:16.749890,yvonne,395,647,2.8284270763397 2013-04-21T11:48:16.773304,yvonne,397,648,2.2360680103302 2013-04-21T11:48:16.784362,yvonne,398.5,650,2.5 2013-04-21T11:48:16.798208,yvonne,400,650.5,1.5811388492584 2013-04-21T11:48:16.820609,yvonne,401.5,652,2.1213202476501 2013-04-21T11:48:16.831446,yvonne,403,653,1.8027756214142 2013-04-21T11:48:16.849545,yvonne,403.5,653.5,0.70710676908493 2013-04-21T11:48:16.866185,yvonne,404.5,655,1.8027756214142 2013-04-21T11:48:16.888981,yvonne,405.5,655.5,1.1180340051651 2013-04-21T11:48:16.901070,yvonne,407,655.5,1.5 2013-04-21T11:48:16.914519,yvonne,408,657,1.8027756214142 2013-04-21T11:48:16.936332,yvonne,408.5,658,1.1180340051651 2013-04-21T11:48:16.956427,yvonne,410,658,1.5 2013-04-21T11:48:16.966710,yvonne,411,659.5,1.8027756214142 2013-04-21T11:48:16.983252,yvonne,412.5,660.5,1.8027756214142 2013-04-21T11:48:17.005073,yvonne,414,662,2.1213202476501 2013-04-21T11:48:17.015963,yvonne,417.5,665,4.6097722053528 2013-04-21T11:48:17.074209,christina,1002.5,638,0 2013-04-21T11:48:17.810376,christina,1005,638.5,2.5495097637177 2013-04-21T11:48:17.857002,christina,1005,638,0.5 2013-04-21T11:48:17.889058,christina,1005,637.5,0.5 2013-04-21T11:48:17.908373,christina,1005,636.5,1 2013-04-21T11:48:17.925520,christina,1005,636,0.5 2013-04-21T11:48:17.939442,christina,1004.5,636,0.5 2013-04-21T11:48:17.956338,christina,1004,635.5,0.70710676908493

Random Forests}5s

# touch-downs # touch-moved mean X, Y pos. S.D. X, Y pos. mean vel.

Big Swirls!

nothing taps swipes swirls combo

nothing 1

taps

swipes

swirls

combo

nothing taps swipes slides combo

nothing 12

taps 8 5 6

swipes 15 2

slides 1 3 3

combo 2

https://github.com/cpmpercussion/MetatoneClassifier/

https://www.academia.edu/16318441/Decoding_Performance_with_Data

M E TA T R A V E L S S T U D I O P E R F O R M A N C E 2 0 1 3 - 0 4 - 2 7