cosminovici / pm Public
Target: ESP-WROOM-32 Clone this project

Test data

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Set the 'expected outcome' for each sample to the desired outcome to automatically score the impulse. Maximum absolute regression error is 20.44, set thresholds.

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Sample name Expected outcome Length Accuracy Result Error
dataset.s728 60.0188679245283 1d 0s 100% 62.23 2.21 (3.7%)
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dataset.s724 44.4786324786325 1d 0s 100% 47.41 2.93 (6.6%)
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dataset.s713 59.6516172506738 1d 0s 100% 57.49 2.17 (3.6%)
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dataset.s710 51.7815674891147 1d 0s 100% 51.56 0.22 (0.4%)
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dataset.s708 50.4492017416546 1d 0s 100% 52.15 1.70 (3.4%)
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dataset.s702 52.9992743105951 1d 0s 100% 52.74 0.25 (0.5%)
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dataset.s698 125.877678571429 1d 0s 100% 117.93 7.94 (6.3%)
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dataset.s692 25.7371794871795 1d 0s 100% 24.3 1.44 (5.6%)
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dataset.s628 47.1488888888889 1d 0s 100% 46.82 0.33 (0.7%)
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dataset.s685 94.5795148247979 1d 0s 100% 93.04 1.54 (1.6%)
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dataset.s678 95.9555256064691 1d 0s 100% 91.27 4.69 (4.9%)
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dataset.s674 52.1458635703919 1d 0s 100% 62.82 10.67 (20.5%)
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dataset.s671 64.5310971348708 1d 0s 100% 62.82 1.71 (2.7%)
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dataset.s663 70.1928721174004 1d 0s 100% 65.78 4.41 (6.3%)
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dataset.s659 81.3094339622642 1d 0s 100% 77.64 3.67 (4.5%)
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dataset.s654 26.8974358974359 1d 0s 100% 34.37 7.48 (27.8%)
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dataset.s647 68.2860377358491 1d 0s 100% 71.12 2.83 (4.1%)
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dataset.s645 45.9154589371981 1d 0s 100% 52.15 6.24 (13.6%)
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dataset.s641 55.7264150943396 1d 0s 100% 58.08 2.35 (4.2%)
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dataset.s634 54.1690856313498 1d 0s 100% 53.93 0.24 (0.4%)
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dataset.s632 61.9098532494759 1d 0s 100% 60.45 1.46 (2.4%)
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dataset.s619 43.5244444444444 1d 0s 100% 43.26 0.26 (0.6%)
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dataset.s615 50.4777358490566 1d 0s 100% 49.19 1.29 (2.6%)
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dataset.s611 60.6901306240928 1d 0s 100% 61.04 0.35 (0.6%)
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dataset.s602 55.4581132075472 1d 0s 100% 58.08 2.62 (4.7%)
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dataset.s598 54.5297532656023 1d 0s 100% 53.34 1.19 (2.2%)
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dataset.s596 54.1603773584906 1d 0s 100% 53.93 0.23 (0.4%)
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dataset.s591 54.8988679245283 1d 0s 100% 63.41 8.51 (15.5%)
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dataset.s592 43.5384615384616 1d 0s 100% 46.23 2.69 (6.2%)
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dataset.s580 51.0130624092888 1d 0s 100% 45.04 5.97 (11.7%)
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dataset.s582 45.7523148148148 1d 0s 100% 41.48 4.27 (9.3%)
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dataset.s566 55.988679245283 1d 0s 100% 56.3 0.31 (0.6%)
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dataset.s570 54.1116981132075 1d 0s 100% 53.93 0.18 (0.3%)
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dataset.s558 66.4027576197387 1d 0s 100% 64.6 1.81 (2.7%)
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dataset.s559 63.5478955007257 1d 0s 100% 62.82 0.73 (1.1%)
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dataset.s552 29.6521739130435 1d 0s 100% 30.22 0.57 (1.9%)
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dataset.s548 48.6217948717949 1d 0s 100% 46.82 1.80 (3.7%)
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dataset.s542 49.3504273504273 1d 0s 100% 51.56 2.21 (4.5%)
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dataset.s541 48.9133333333333 1d 0s 100% 46.82 2.10 (4.3%)
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dataset.s529 53.1184905660377 1d 0s 100% 52.15 0.97 (1.8%)
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dataset.s524 50.1705370101597 1d 0s 100% 49.19 0.98 (2.0%)
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dataset.s512 36.3974358974359 1d 0s 100% 37.93 1.53 (4.2%)
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dataset.s508 50.6052830188679 1d 0s 100% 48.6 2.01 (4.0%)
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dataset.s517 51.277428371768 1d 0s 100% 49.78 1.50 (2.9%)
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dataset.s507 40.4266666666667 1d 0s 100% 38.52 1.91 (4.7%)
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dataset.s504 53.6911250873515 1d 0s 100% 48.6 5.10 (9.5%)
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dataset.s498 35.0533333333333 1d 0s 100% 33.78 1.27 (3.6%)
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dataset.s492 53.2083333333334 1d 0s 100% 53.34 0.13 (0.2%)
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dataset.s488 42.6111111111111 1d 0s 100% 43.26 0.65 (1.5%)
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dataset.s483 67.989114658926 1d 0s 100% 64.6 3.39 (5.0%)
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dataset.s477 40.4606481481482 1d 0s 100% 41.48 1.02 (2.5%)
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dataset.s471 52.5818867924528 1d 0s 100% 50.97 1.62 (3.1%)
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dataset.s470 48.0128205128205 1d 0s 100% 43.85 4.16 (8.7%)
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dataset.s462 32.8703703703704 1d 0s 100% 33.19 0.32 (1.0%)
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dataset.s457 91.7706821480406 1d 0s 100% 90.67 1.10 (1.2%)
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dataset.s452 49.7123015873016 1d 0s 100% 48 1.71 (3.4%)
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dataset.s448 86.9133473095738 1d 0s 100% 89.49 2.57 (3.0%)
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dataset.s442 105.582407407408 1d 0s 100% 94.82 10.76 (10.2%)
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dataset.s434 120.76875 1d 0s 100% 122.08 1.31 (1.1%)
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dataset.s427 67.1593291404611 1d 0s 100% 67.56 0.40 (0.6%)
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dataset.s425 54.6727140783745 1d 0s 100% 56.3 1.63 (3.0%)
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dataset.s417 124.759821428572 1d 0s 100% 137.49 12.73 (10.2%)
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dataset.s414 85.2830188679245 1d 0s 100% 97.78 12.50 (14.7%)
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dataset.s403 58.3854447439353 1d 0s 100% 55.71 2.68 (4.6%)
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dataset.s401 52.6219158200291 1d 0s 100% 53.34 0.72 (1.4%)
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dataset.s393 74.3186582809225 1d 0s 100% 73.49 0.83 (1.1%)
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dataset.s391 157.372193877551 1d 0s 100% 151.12 6.25 (4.0%)
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dataset.s387 75.7193396226415 1d 0s 100% 74.67 1.05 (1.4%)
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dataset.s384 25.9188034188034 1d 0s 100% 26.67 0.75 (2.9%)
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dataset.s378 77.9288824383164 1d 0s 100% 78.23 0.30 (0.4%)
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dataset.s367 65.4954577218728 1d 0s 100% 70.52 5.03 (7.7%)
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dataset.s368 53.1197387518142 1d 0s 100% 54.52 1.40 (2.6%)
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dataset.s360 71.5550314465409 1d 0s 100% 70.52 1.03 (1.4%)
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dataset.s352 94.0614954577219 1d 0s 100% 94.23 0.17 (0.2%)
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dataset.s348 65.9622641509434 1d 0s 100% 65.19 0.77 (1.2%)
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dataset.s346 89.6362264150943 1d 0s 100% 89.49 0.15 (0.2%)
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dataset.s341 55.3668763102725 1d 0s 100% 54.52 0.84 (1.5%)
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dataset.s335 136.575925925926 1d 0s 100% 130.38 6.20 (4.5%)
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dataset.s327 54.3330914368651 1d 0s 100% 55.71 1.37 (2.5%)
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dataset.s325 77.1222921034241 1d 0s 100% 84.75 7.62 (9.9%)
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dataset.s313 91.9266247379455 1d 0s 100% 98.97 7.04 (7.7%)
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dataset.s314 48.1831275720164 1d 0s 100% 43.26 4.92 (10.2%)
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dataset.s307 66.2206726825266 1d 0s 100% 62.23 3.99 (6.0%)
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dataset.s306 51.9876948318294 1d 0s 100% 51.56 0.43 (0.8%)
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dataset.s292 88.8701886792453 1d 0s 100% 86.52 2.35 (2.6%)
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dataset.s296 64.8860062893081 1d 0s 100% 61.63 3.25 (5.0%)
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dataset.s287 65.6706689536879 1d 0s 100% 58.08 7.59 (11.6%)
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dataset.s283 43.8833333333333 1d 0s 100% 42.08 1.81 (4.1%)
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dataset.s277 45.0805555555556 1d 0s 100% 48 2.92 (6.5%)
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dataset.s272 54.5058400718777 1d 0s 100% 56.89 2.39 (4.4%)
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dataset.s267 45.1081871345029 1d 0s 100% 45.04 0.07 (0.2%)
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dataset.s261 51.2562065541212 1d 0s 100% 49.78 1.47 (2.9%)
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dataset.s254 54.7462264150943 1d 0s 100% 53.93 0.82 (1.5%)
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dataset.s248 43.921568627451 1d 0s 100% 43.85 0.07 (0.2%)
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dataset.s228 56.5157232704402 1d 0s 100% 55.71 0.81 (1.4%)
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dataset.s242 46.1243386243386 1d 0s 100% 46.23 0.10 (0.2%)
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dataset.s234 66.27408142999 1d 0s 100% 64 2.27 (3.4%)
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dataset.s233 61.3557951482479 1d 0s 100% 56.89 4.46 (7.3%)
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dataset.s226 56.40790655885 1d 0s 100% 53.93 2.48 (4.4%)
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dataset.s223 44.4708994708995 1d 0s 100% 46.23 1.75 (3.9%)
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dataset.s215 60.2235849056604 1d 0s 100% 59.86 0.37 (0.6%)
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dataset.s210 61.6100628930817 1d 0s 100% 62.23 0.62 (1.0%)
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dataset.s207 51.5058400718778 1d 0s 100% 49.19 2.32 (4.5%)
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dataset.s203 52.0449236298292 1d 0s 100% 53.34 1.29 (2.5%)
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dataset.s198 61.5998013902681 1d 0s 100% 56.3 5.30 (8.6%)
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dataset.s184 61.5076370170709 1d 0s 100% 61.04 0.47 (0.8%)
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dataset.s195 47.3650793650794 1d 0s 100% 50.37 3.01 (6.4%)
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dataset.s188 44.9708994708995 1d 0s 100% 41.48 3.49 (7.8%)
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dataset.s175 52.2303872889772 1d 0s 100% 49.78 2.45 (4.7%)
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dataset.s172 57.3782569631626 1d 0s 100% 55.11 2.26 (3.9%)
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dataset.s169 52.0395327942498 1d 0s 100% 51.56 0.48 (0.9%)
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dataset.s163 26.3527777777778 1d 0s 100% 25.48 0.87 (3.3%)
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dataset.s154 28.359649122807 1d 0s 100% 29.04 0.68 (2.4%)
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dataset.s145 47.3280423280423 1d 0s 100% 49.78 2.45 (5.2%)
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dataset.s155 42.7573099415205 1d 0s 100% 40.89 1.87 (4.4%)
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dataset.s144 52.3126684636119 1d 0s 100% 53.34 1.02 (2.0%)
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dataset.s119 92.3683737646002 1d 0s 100% 93.04 0.68 (0.7%)
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dataset.s121 60.2758310871519 1d 0s 100% 65.19 4.91 (8.2%)
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dataset.s114 55.0637915543576 1d 0s 100% 54.52 0.54 (1.0%)
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dataset.s127 49.3359788359788 1d 0s 100% 50.37 1.04 (2.1%)
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dataset.s113 63.11051212938 1d 0s 100% 62.82 0.29 (0.5%)
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dataset.s120 49.2724867724868 1d 0s 100% 49.78 0.51 (1.0%)
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dataset.s112 85.8778077268644 1d 0s 100% 82.97 2.91 (3.4%)
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dataset.s93 30.6257309941521 1d 0s 100% 37.34 6.71 (21.9%)
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dataset.s102 89.014675052411 1d 0s 100% 87.12 1.90 (2.1%)
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dataset.s97 80.8050314465409 1d 0s 100% 76.45 4.36 (5.4%)
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dataset.s88 87.5094339622642 1d 0s 100% 85.34 2.17 (2.5%)
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dataset.s83 104.477380952381 1d 0s 100% 109.64 5.16 (4.9%)
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dataset.s70 32.140522875817 1d 0s 100% 32 0.14 (0.4%)
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dataset.s74 66.9475890985325 1d 0s 100% 64 2.94 (4.4%)
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dataset.s67 65.4705882352941 1d 0s 100% 66.97 1.50 (2.3%)
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dataset.s50 51.1431742508324 1d 0s 100% 56.3 5.16 (10.1%)
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dataset.s51 44.8801169590643 1d 0s 100% 45.04 0.16 (0.4%)
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dataset.s48 103.447368421053 1d 0s 0% 125.05 21.60 (20.9%)
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dataset.s47 111.229166666667 1d 0s 100% 110.23 1.00 (0.9%)
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dataset.s45 152.715413533835 1d 0s 100% 139.86 12.85 (8.4%)
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dataset.s36 78.7358490566038 1d 0s 100% 77.04 1.69 (2.2%)
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dataset.s35 50.9801390268123 1d 0s 100% 52.15 1.17 (2.3%)
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dataset.s28 70.7874875868917 1d 0s 100% 77.04 6.25 (8.8%)
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dataset.s26 62.0794438927508 1d 0s 100% 63.41 1.33 (2.1%)
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dataset.s3 125.9875 1d 0s 100% 118.53 7.46 (5.9%)
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dataset.s15 120.071428571429 1d 0s 100% 118.53 1.54 (1.3%)
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dataset.s11 37.6909722222222 1d 0s 100% 36.15 1.54 (4.1%)
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dataset.s5 61.3396226415094 1d 0s 100% 62.82 1.48 (2.4%)
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Model testing output

Results

Model version:
Accuracy
99.31%
Mean squared error
16.97

Metrics for Regression

Metric Value
Mean squared error 16.97
Mean absolute error 2.71
Explained variance score 0.97

Confusion matrix

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Feature explorer

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