Chanuth Weeraratna Weeraratna / PianoAir Public
Target: Cortex-M4F 80MHz 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.

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Sample name Expected outcome Length Anomaly Accuracy Result
WristUpDown.5123isdn WristUpDown 10s -0.86 0% 6 uncertain, 3 Fist, 1 RingUpDown
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WristUpDown.5123gn9s WristUpDown 10s -0.90 50% 5 Fist, 5 WristUpDown
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WristUpDown.5123he6q WristUpDown 10s 0.10 30% 4 anomaly, 3 Fist, 3 WristUpDown
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WristUpDown.5123huv4 WristUpDown 10s -0.86 40% 6 uncertain, 4 WristUpDown
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ThumbUpDown.5122srsh ThumbUpDown 10s -1.46 100% 10 ThumbUpDown
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ThumbUpDown.512310le ThumbUpDown 10s -1.23 70% 7 ThumbUpDown, 2 uncertain, 1 Idle
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ThumbUpDown.5122tbba ThumbUpDown 10s -0.90 100% 10 ThumbUpDown
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ThumbUpDown.5122sctu ThumbUpDown 10s -1.53 100% 10 ThumbUpDown
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testing.5124oatg testing 10s -0.06 6 WristUpDown, 4 Fist
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testing.5124phbt testing 10s -0.83 3 MiddleUpDown, 3 uncertain, 1 Fist, 1 PointerUpDown, 1 ThumbUpDown, anomaly
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testing.5124j4ra testing 10s -1.31 5 RingUpDown, 3 Idle, 1 MiddleUpDown, 1 PointerUpDown
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testing.5124g102 testing 10s -0.91 5 PinkyUpDown, 3 MiddleUpDown, 2 RingUpDown
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testing.5124fbll testing 10s -1.55 8 Idle, 1 PointerUpDown, 1 ThumbUpDown
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testing.5124cikk testing 10s -1.95 10 PointerUpDown
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testing.5124dhl1 testing 10s -1.02 7 MiddleUpDown, 3 Idle
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RingUpDown.5123bg9d RingUpDown 10s -0.70 100% 10 RingUpDown
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RingUpDown.5123alhk RingUpDown 10s -0.71 100% 10 RingUpDown
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RingUpDown.51239ghe RingUpDown 10s -0.72 100% 10 RingUpDown
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RingUpDown.512391bo RingUpDown 10s -0.91 100% 10 RingUpDown
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Fist.5123mib4 Fist 10s -1.39 100% 10 Fist
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Fist.5123ns5n Fist 10s -0.67 100% 10 Fist
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PointerUpDown.5123413m PointerUpDown 10s -1.51 100% 10 PointerUpDown
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PointerUpDown.51233gud PointerUpDown 10s 0.31 60% 6 PointerUpDown, 4 anomaly
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MiddleUpDown.512351vi MiddleUpDown 10s -0.79 100% 10 MiddleUpDown
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PointerUpDown.51232go8 PointerUpDown 10s -0.83 90% 9 PointerUpDown, 1 uncertain
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PinkyUpDown.5123fbu0 PinkyUpDown 10s -0.72 100% 10 PinkyUpDown
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PinkyUpDown.5123ekqq PinkyUpDown 10s -0.77 100% 10 PinkyUpDown
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Fist.5123ov1p Fist 10s -1.06 70% 7 Fist, 3 WristUpDown
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PointerUpDown.51233273 PointerUpDown 10s -1.65 100% 10 PointerUpDown
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Fist.5123occc Fist 10s -0.92 50% 5 Fist, 3 WristUpDown, 2 uncertain
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MiddleUpDown.512386em MiddleUpDown 10s -1.23 90% 9 MiddleUpDown, 1 uncertain
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MiddleUpDown.51236cak MiddleUpDown 10s -0.52 100% 10 MiddleUpDown
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PinkyUpDown.5123crii PinkyUpDown 10s -1.12 100% 10 PinkyUpDown
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PinkyUpDown.5123dbj7 PinkyUpDown 10s -1.25 100% 10 PinkyUpDown
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Idle.5123k6qg Idle 10s -1.69 90% 9 Idle, 1 uncertain
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Idle.5123ko87 Idle 10s -1.66 100% 10 Idle
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Idle.5123l8i9 Idle 10s -1.71 100% 10 Idle
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MiddleUpDown.51237j9g MiddleUpDown 10s -0.63 100% 10 MiddleUpDown
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Idle.5123lquq Idle 10s -1.70 100% 10 Idle
Show classification Show in data acquisition Show in feature explorer
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Model testing output

Results

Model version:
Accuracy
85.63%

Metrics for Classifier

Metric Value
Area under ROC Curve 0.99
Weighted average Precision 0.92
Weighted average Recall 0.92
Weighted average F1 score 0.92

Confusion matrix

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Feature explorer

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