Ethan Low / TerRanger Public
Target: Arduino Nano 33 BLE Sense (Cortex-M4F 64MHz) Clone this project

Test data

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Model variants
Test 'Unoptimized (float32)' model Test 'Quantized (int8)' model
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 Accuracy Result
testing.5v023tun testing 10s 18 true, 17 false, 8 uncertain
Show classification Show in data acquisition Show in feature explorer
testing.5v021fhl testing 10s 19 true, 17 false, 7 uncertain
Show classification Show in data acquisition Show in feature explorer
true.5utevbdl.s4 true 2s 100% 3 true
Show classification Show in data acquisition Show in feature explorer
true.5utevuoc.s2 true 2s 100% 3 true
Show classification Show in data acquisition Show in feature explorer
true.5utf0l09.s2 true 2s 33% 1 false, 1 true, 1 uncertain
Show classification Show in data acquisition Show in feature explorer
true.5utf1eep.s5 true 1s 100% 1 true
Show classification Show in data acquisition Show in feature explorer
true.5utf1eep.s2 true 2s 100% 3 true
Show classification Show in data acquisition Show in feature explorer
false.5utf2g7o.s2 false 2s 67% 2 false, 1 true
Show classification Show in data acquisition Show in feature explorer
false.5utf33sh.s1 false 2s 100% 3 false
Show classification Show in data acquisition Show in feature explorer
false.5utf3o2k.s5 false 2s 100% 3 false
Show classification Show in data acquisition Show in feature explorer
false.5utf3o2k.s1 false 2s 67% 2 false, 1 true
Show classification Show in data acquisition Show in feature explorer
false.5utf4cfv.s5 false 2s 100% 3 false
Show classification Show in data acquisition Show in feature explorer
false.5utf4cfv.s4 false 2s 100% 3 false
Show classification Show in data acquisition Show in feature explorer
true.5utfrc2d.s4 true 2s 50% 1 false, 1 true
Show classification Show in data acquisition Show in feature explorer
true.5utfs06s.s5 true 2s 33% 1 false, 1 true, 1 uncertain
Show classification Show in data acquisition Show in feature explorer
true.5utft8f5.s5 true 1s 100% 1 true
Show classification Show in data acquisition Show in feature explorer
true.5utft8f5.s1 true 1s 100% 1 true
Show classification Show in data acquisition Show in feature explorer
true.5utfu3cg.s5 true 1s 100% 1 true
Show classification Show in data acquisition Show in feature explorer
false.5utfuura.s6 false 1s 100% 1 false
Show classification Show in data acquisition Show in feature explorer
false.5utfuura.s2 false 2s 100% 3 false
Show classification Show in data acquisition Show in feature explorer
false.5utfvjeo.s2 false 2s 100% 3 false
Show classification Show in data acquisition Show in feature explorer
false.5utg09hm.s4 false 2s 67% 2 false, 1 true
Show classification Show in data acquisition Show in feature explorer
false.5utg09hm.s1 false 2s 100% 3 false
Show classification Show in data acquisition Show in feature explorer
false.5utg0tlt.s2 false 1s 100% 1 false
Show classification Show in data acquisition Show in feature explorer
false.5utg1lhc.s4 false 2s 100% 3 false
Show classification Show in data acquisition Show in feature explorer
false.5utg1lhc.s1 false 2s 100% 2 false
Show classification Show in data acquisition Show in feature explorer
true.5ut91l19.s4 true 2s 100% 3 true
Show classification Show in data acquisition Show in feature explorer
false.5ut8phuq.s1 false 2s 100% 1 false
Show classification Show in data acquisition Show in feature explorer
false.5ut8q72i.s1 false 2s 0% 1 true
Show classification Show in data acquisition Show in feature explorer
false.5ut8qr6f.s1 false 2s 100% 3 false
Show classification Show in data acquisition Show in feature explorer
false.5ut70gkd.s1 false 2s 33% 2 true, 1 false
Show classification Show in data acquisition Show in feature explorer
false.5ut61g9u.s4 false 2s 100% 3 false
Show classification Show in data acquisition Show in feature explorer
false.5ut62adj.s4 false 2s 0% 1 true
Show classification Show in data acquisition Show in feature explorer
false.5ut633fm.s6 false 2s 100% 3 false
Show classification Show in data acquisition Show in feature explorer
false.5ut633fm.s2 false 2s 67% 2 false, 1 uncertain
Show classification Show in data acquisition Show in feature explorer
false.5ut60q7n.s5 false 2s 100% 1 false
Show classification Show in data acquisition Show in feature explorer
double_tap.5ut55ip1.s3 true 2s 100% 1 true
Show classification Show in data acquisition Show in feature explorer
double_tap.5ut55ip1.s1 true 2s 100% 1 true
Show classification Show in data acquisition Show in feature explorer
double_tap.5ut59ev3.s3 true 2s 100% 2 true
Show classification Show in data acquisition Show in feature explorer
double_tap.5ut5drog.s4 true 2s 67% 2 true, 1 false
Show classification Show in data acquisition Show in feature explorer
double_tap.5ut5drog.s1 true 2s 100% 2 true
Show classification Show in data acquisition Show in feature explorer
double_tap.5ut5a75t.s4 true 2s 100% 1 true
Show classification Show in data acquisition Show in feature explorer
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Model testing output

Results

Model version:
Accuracy
84.44%

Metrics for Classifier

Metric Value
Area under ROC Curve 0.86
Weighted average Precision 0.87
Weighted average Recall 0.87
Weighted average F1 score 0.87

Confusion matrix

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Feature explorer

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