Package Tracker - Model testing

Shebin Jose Jacob / Package Tracker Public

Target: Arduino Nano 33 BLE Sense (Cortex-M4F 64MHz) Clone this project

This lists all test data. You can manage this data through Data acquisition.

Test data

Set the 'expected outcome' for each sample to the desired outcome to automatically score the impulse.

Sample name	Expected outcome	Length	Accuracy	Result
Idle.3afuceju.s15	Idle	11s	100%	46 Idle	Show classification Show in data acquisition
Idle.3afuceju.s10	Idle	11s	100%	46 Idle	Show classification Show in data acquisition
Idle.3afuceju.s5	Idle	11s	100%	46 Idle	Show classification Show in data acquisition
Vigorous_shaking.3aft7a07	Vigorous_shaking	10s	100%	42 Vigorous_shaking	Show classification Show in data acquisition
Vigorous_shaking.3aft6nta	Vigorous_shaking	10s	100%	42 Vigorous_shaking	Show classification Show in data acquisition
Vigorous_shaking.3aft35fm	Vigorous_shaking	10s	95%	40 Vigorous_shaking, 2 Throwing	Show classification Show in data acquisition
Vigorous_shaking.3aft16s3	Vigorous_shaking	10s	100%	42 Vigorous_shaking	Show classification Show in data acquisition
Vigorous_shaking.3afsr8h6	Vigorous_shaking	10s	100%	42 Vigorous_shaking	Show classification Show in data acquisition
Vigorous_shaking.3afsqfvr	Vigorous_shaking	10s	100%	42 Vigorous_shaking	Show classification Show in data acquisition
Vigorous_shaking.3afso1ss	Vigorous_shaking	10s	100%	42 Vigorous_shaking	Show classification Show in data acquisition
Vigorous_shaking.3afsnfov	Vigorous_shaking	10s	100%	42 Vigorous_shaking	Show classification Show in data acquisition
Hard_Fall.3afoqrk4	Hard_Fall	4s	91%	10 Hard_Fall, 1 Throwing	Show classification Show in data acquisition
Hard_Fall.3afopo0p	Hard_Fall	4s	100%	11 Hard_Fall	Show classification Show in data acquisition
Hard_Fall.3afokj6g	Hard_Fall	4s	91%	10 Hard_Fall, 1 Idle	Show classification Show in data acquisition
Hard_Fall.3afojl0e	Hard_Fall	4s	100%	11 Hard_Fall	Show classification Show in data acquisition
Hard_Fall.3afoc1sq	Hard_Fall	10s	83%	35 Hard_Fall, 5 Idle, 1 Throwing, 1 uncertain	Show classification Show in data acquisition
Throwing.3afnp91g	Throwing	10s	71%	30 Throwing, 7 Hard_Fall, 2 Normal_carrying, 2 uncertain, 1 Idle	Show classification Show in data acquisition
Throwing.3afnmfh1	Throwing	10s	88%	37 Throwing, 5 Vigorous_shaking	Show classification Show in data acquisition
Throwing.3afnhu3b	Throwing	10s	74%	31 Throwing, 8 Vigorous_shaking, 2 uncertain, 1 Hard_Fall	Show classification Show in data acquisition
Throwing.3afnf6ns	Throwing	10s	95%	40 Throwing, 1 Vigorous_shaking, 1 uncertain	Show classification Show in data acquisition
Throwing.3afncfng	Throwing	10s	100%	42 Throwing	Show classification Show in data acquisition

Model testing output

Results

Accuracy

91.93%

Confusion matrix

	Hard_Fall	Idle	Normal_carrying	Throwing	Vigorous_shaking	uncertain
Hard_Fall	82.4%	4.1%	0%	5.9%	4.1%	3.5%
Idle	0%	100%	0%	0%	0%	0%
Normal_carrying	1.0%	0%	91.8%	5.4%	0%	1.7%
Throwing	6.8%	0.3%	1.2%	83.0%	6.5%	2.1%
Vigorous_shaking	0%	0%	0%	0.4%	99.6%	0%
f1 score	0.83	0.97	0.95	0.87	0.97

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	Name
	Shebin Jose Jacob

Test data

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Model testing output

Results

Accuracy

Confusion matrix

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