Edge Impulse Experts / Manufactured PCBs Defects Detection Public
Target: Cortex-M4F 80MHz Clone this project

Test data

Set confidence thresholds
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.
Sample name Expected outcome F1 score Result
short_circuit-0378 short_circuit, short_circuit, short_circuit 0%
Show classification Show in data acquisition
short_circuit-0373 short_circuit, short_circuit, short_circuit 75%
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short_circuit-0372 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 42%
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short_circuit-0371 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 30%
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short_circuit-0368 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 0%
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short_circuit-0362 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 0%
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short_circuit-0359 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 61%
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short_circuit-0352 short_circuit, short_circuit, short_circuit 0%
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short_circuit-0333 short_circuit, short_circuit, short_circuit, short_circuit 0%
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short_circuit-0327 short_circuit, short_circuit, short_circuit, short_circuit 57%
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short_circuit-0326 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 0%
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short_circuit-0324 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 33%
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short_circuit-0319 short_circuit, short_circuit, short_circuit 28%
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short_circuit-0311 short_circuit, short_circuit, short_circuit, short_circuit 36%
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short_circuit-0306 short_circuit, short_circuit, short_circuit, short_circuit 0%
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short_circuit-0305 short_circuit, short_circuit, short_circuit, short_circuit 0%
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short_circuit-0297 short_circuit, short_circuit, short_circuit 40%
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short_circuit-0295 short_circuit, short_circuit, short_circuit 0%
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short_circuit-0281 short_circuit, short_circuit, short_circuit 0%
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short_circuit-0280 short_circuit, short_circuit, short_circuit 0%
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short_circuit-0276 short_circuit, short_circuit, short_circuit 57%
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short_circuit-0270 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 15%
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short_circuit-0269 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 61%
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short_circuit-0267 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 50%
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short_circuit-0260 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 36%
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short_circuit-0258 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 0%
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short_circuit-0252 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 18%
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short_circuit-0248 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 0%
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short_circuit-0244 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 66%
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short_circuit-0241 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 0%
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short_circuit-0238 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 72%
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short_circuit-0236 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 25%
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short_circuit-0231 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 0%
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short_circuit-0228 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 22%
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short_circuit-0226 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 0%
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short_circuit-0224 short_circuit, short_circuit, short_circuit 0%
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short_circuit-0204 short_circuit, short_circuit, short_circuit 80%
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short_circuit-0202 short_circuit, short_circuit, short_circuit 0%
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short_circuit-0192 short_circuit, short_circuit, short_circuit 0%
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short_circuit-0185 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 53%
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short_circuit-0183 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 42%
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short_circuit-0182 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 33%
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short_circuit-0179 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 57%
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short_circuit-0174 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 15%
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short_circuit-0164 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 66%
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short_circuit-0159 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 57%
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short_circuit-0156 short_circuit, short_circuit, short_circuit, short_circuit 25%
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short_circuit-0155 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 44%
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short_circuit-0149 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 25%
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short_circuit-0144 short_circuit, short_circuit, short_circuit 0%
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short_circuit-0141 short_circuit, short_circuit, short_circuit, short_circuit 0%
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short_circuit-0139 short_circuit, short_circuit, short_circuit 28%
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short_circuit-0138 short_circuit, short_circuit, short_circuit 0%
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short_circuit-0136 short_circuit, short_circuit, short_circuit, short_circuit 36%
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short_circuit-0132 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 40%
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short_circuit-0130 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 0%
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short_circuit-0127 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 20%
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short_circuit-0124 short_circuit, short_circuit, short_circuit, short_circuit 54%
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short_circuit-0117 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 22%
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short_circuit-0115 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 0%
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short_circuit-0110 short_circuit, short_circuit, short_circuit, short_circuit 50%
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short_circuit-0106 short_circuit, short_circuit, short_circuit 40%
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short_circuit-0102 short_circuit, short_circuit, short_circuit 0%
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short_circuit-0098 short_circuit, short_circuit, short_circuit 40%
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short_circuit-0094 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 76%
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short_circuit-0092 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 85%
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short_circuit-0091 short_circuit, short_circuit, short_circuit, short_circuit 25%
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short_circuit-0090 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 80%
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short_circuit-0081 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 60%
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short_circuit-0080 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 60%
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short_circuit-0075 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 83%
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short_circuit-0067 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 74%
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short_circuit-0061 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 80%
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short_circuit-0052 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 66%
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short_circuit-0051 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 90%
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short_circuit-0045 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 74%
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short_circuit-0039 short_circuit, short_circuit, short_circuit, short_circuit 72%
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short_circuit-0017 short_circuit, short_circuit, short_circuit 66%
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short_circuit-0032 short_circuit, short_circuit, short_circuit, short_circuit, short_circuit 44%
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short_circuit-0029 short_circuit, short_circuit, short_circuit 50%
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short_circuit-0010 short_circuit, short_circuit, short_circuit 40%
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short_circuit-0005 short_circuit, short_circuit, short_circuit 40%
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short_circuit-0004 short_circuit, short_circuit, short_circuit 40%
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short_circuit-0001 short_circuit, short_circuit, short_circuit 85%
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open_circuit-0372 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 33%
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open_circuit-0370 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 20%
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open_circuit-0371 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 0%
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open_circuit-0369 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 20%
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open_circuit-0366 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 20%
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open_circuit-0364 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 0%
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open_circuit-0352 open_circuit, open_circuit, open_circuit 33%
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open_circuit-0358 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 25%
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open_circuit-0357 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 76%
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open_circuit-0349 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 76%
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open_circuit-0341 open_circuit, open_circuit, open_circuit 28%
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open_circuit-0346 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 61%
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open_circuit-0330 open_circuit, open_circuit, open_circuit 0%
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open_circuit-0338 open_circuit, open_circuit, open_circuit 33%
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open_circuit-0328 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 0%
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open_circuit-0320 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 28%
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open_circuit-0313 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 25%
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open_circuit-0298 open_circuit, open_circuit, open_circuit 0%
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open_circuit-0296 open_circuit, open_circuit, open_circuit 0%
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open_circuit-0283 open_circuit, open_circuit 50%
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open_circuit-0279 open_circuit, open_circuit 0%
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open_circuit-0277 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 50%
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open_circuit-0274 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 20%
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open_circuit-0269 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 20%
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open_circuit-0257 open_circuit, open_circuit, open_circuit 33%
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open_circuit-0258 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 66%
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open_circuit-0263 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 66%
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open_circuit-0250 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 50%
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open_circuit-0260 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 93%
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open_circuit-0256 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 36%
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open_circuit-0247 open_circuit, open_circuit, open_circuit, open_circuit 0%
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open_circuit-0240 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 66%
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open_circuit-0233 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 0%
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open_circuit-0229 open_circuit, open_circuit, open_circuit, open_circuit 40%
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open_circuit-0219 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 33%
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open_circuit-0207 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 36%
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open_circuit-0195 open_circuit, open_circuit, open_circuit 0%
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open_circuit-0204 open_circuit, open_circuit 100%
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open_circuit-0192 open_circuit, open_circuit, open_circuit 0%
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open_circuit-0180 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 20%
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open_circuit-0178 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 33%
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open_circuit-0171 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 66%
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open_circuit-0170 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 85%
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open_circuit-0166 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 22%
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open_circuit-0165 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 75%
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open_circuit-0151 open_circuit, open_circuit, open_circuit 28%
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open_circuit-0153 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 22%
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open_circuit-0150 open_circuit, open_circuit, open_circuit, open_circuit 33%
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open_circuit-0148 open_circuit, open_circuit, open_circuit 57%
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open_circuit-0136 open_circuit, open_circuit, open_circuit, open_circuit 0%
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open_circuit-0137 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 18%
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open_circuit-0135 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 28%
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open_circuit-0122 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 36%
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open_circuit-0121 open_circuit, open_circuit, open_circuit 50%
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open_circuit-0115 open_circuit, open_circuit, open_circuit, open_circuit 28%
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open_circuit-0123 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 0%
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open_circuit-0107 open_circuit, open_circuit, open_circuit 0%
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open_circuit-0099 open_circuit, open_circuit, open_circuit 0%
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open_circuit-0096 open_circuit, open_circuit, open_circuit 44%
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open_circuit-0092 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 40%
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open_circuit-0101 open_circuit, open_circuit, open_circuit 57%
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open_circuit-0090 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 22%
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open_circuit-0088 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 40%
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open_circuit-0080 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 72%
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open_circuit-0078 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 72%
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open_circuit-0070 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 57%
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open_circuit-0062 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 57%
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open_circuit-0060 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 28%
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open_circuit-0057 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 28%
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open_circuit-0056 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 60%
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open_circuit-0061 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 66%
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open_circuit-0053 open_circuit, open_circuit, open_circuit, open_circuit 66%
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open_circuit-0052 open_circuit, open_circuit, open_circuit, open_circuit 28%
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open_circuit-0050 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 44%
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open_circuit-0047 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 28%
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open_circuit-0046 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 74%
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open_circuit-0045 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 33%
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open_circuit-0044 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 33%
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open_circuit-0040 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 72%
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open_circuit-0037 open_circuit, open_circuit, open_circuit, open_circuit 50%
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open_circuit-0036 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 0%
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open_circuit-0035 open_circuit, open_circuit, open_circuit, open_circuit, open_circuit 44%
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open_circuit-0025 open_circuit, open_circuit, open_circuit 80%
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open_circuit-0003 open_circuit, open_circuit, open_circuit 33%
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open_circuit-0020 open_circuit, open_circuit, open_circuit 40%
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open_circuit-0001 open_circuit, open_circuit, open_circuit 40%
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missing_hole-0378 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 33%
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missing_hole-0376 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 62%
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missing_hole-0372 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 70%
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missing_hole-0368 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 66%
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missing_hole-0363 missing_hole, missing_hole, missing_hole 57%
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missing_hole-0359 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 50%
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missing_hole-0356 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 46%
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missing_hole-0352 missing_hole, missing_hole, missing_hole 0%
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missing_hole-0346 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 76%
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missing_hole-0345 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 36%
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missing_hole-0344 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 60%
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missing_hole-0339 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 0%
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missing_hole-0335 missing_hole, missing_hole, missing_hole, missing_hole 44%
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missing_hole-0334 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 22%
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missing_hole-0331 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 36%
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missing_hole-0327 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 40%
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missing_hole-0322 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 80%
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missing_hole-0316 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 66%
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missing_hole-0314 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 57%
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missing_hole-0307 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 22%
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missing_hole-0306 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 20%
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missing_hole-0292 missing_hole, missing_hole, missing_hole 75%
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missing_hole-0291 missing_hole, missing_hole, missing_hole 28%
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missing_hole-0290 missing_hole, missing_hole, missing_hole 33%
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missing_hole-0283 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 66%
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missing_hole-0279 missing_hole, missing_hole, missing_hole 0%
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missing_hole-0272 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 76%
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missing_hole-0262 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 54%
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missing_hole-0257 missing_hole, missing_hole, missing_hole 75%
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missing_hole-0256 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 72%
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missing_hole-0251 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 33%
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missing_hole-0249 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 0%
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missing_hole-0241 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 54%
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missing_hole-0230 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 83%
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missing_hole-0216 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 46%
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missing_hole-0207 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 20%
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missing_hole-0206 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 40%
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missing_hole-0200 missing_hole, missing_hole, missing_hole 0%
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missing_hole-0199 missing_hole, missing_hole, missing_hole 0%
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missing_hole-0194 missing_hole, missing_hole, missing_hole 0%
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missing_hole-0191 missing_hole, missing_hole, missing_hole 75%
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missing_hole-0189 missing_hole, missing_hole, missing_hole 75%
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missing_hole-0188 missing_hole, missing_hole, missing_hole 75%
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missing_hole-0186 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 50%
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missing_hole-0177 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 50%
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missing_hole-0174 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 61%
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missing_hole-0172 missing_hole, missing_hole, missing_hole, missing_hole 76%
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missing_hole-0171 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 33%
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missing_hole-0169 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 66%
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missing_hole-0165 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 0%
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missing_hole-0160 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 33%
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missing_hole-0158 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 40%
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missing_hole-0151 missing_hole, missing_hole, missing_hole 28%
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missing_hole-0144 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 66%
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missing_hole-0143 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 72%
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missing_hole-0134 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 44%
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missing_hole-0135 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 40%
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missing_hole-0133 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 20%
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missing_hole-0118 missing_hole, missing_hole, missing_hole 28%
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missing_hole-0113 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 36%
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missing_hole-0108 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 60%
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missing_hole-0098 missing_hole, missing_hole, missing_hole 33%
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missing_hole-0092 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 76%
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missing_hole-0090 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 87%
Show classification Show in data acquisition
missing_hole-0087 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 83%
Show classification Show in data acquisition
missing_hole-0080 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 83%
Show classification Show in data acquisition
missing_hole-0069 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 100%
Show classification Show in data acquisition
missing_hole-0064 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 100%
Show classification Show in data acquisition
missing_hole-0056 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 100%
Show classification Show in data acquisition
missing_hole-0051 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 100%
Show classification Show in data acquisition
missing_hole-0053 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 100%
Show classification Show in data acquisition
missing_hole-0050 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 100%
Show classification Show in data acquisition
missing_hole-0049 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 100%
Show classification Show in data acquisition
missing_hole-0046 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 100%
Show classification Show in data acquisition
missing_hole-0040 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 92%
Show classification Show in data acquisition
missing_hole-0036 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 100%
Show classification Show in data acquisition
missing_hole-0037 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 100%
Show classification Show in data acquisition
missing_hole-0045 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 100%
Show classification Show in data acquisition
missing_hole-0031 missing_hole, missing_hole, missing_hole, missing_hole, missing_hole 100%
Show classification Show in data acquisition
missing_hole-0019 missing_hole, missing_hole, missing_hole 85%
Show classification Show in data acquisition
missing_hole-0017 missing_hole, missing_hole, missing_hole 85%
Show classification Show in data acquisition
missing_hole-0002 missing_hole, missing_hole, missing_hole 100%
Show classification Show in data acquisition
missing_hole-0004 missing_hole, missing_hole, missing_hole 85%
Show classification Show in data acquisition

Model testing output

Results

Model version:
Accuracy
13.04%

Confusion matrix

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Feature explorer

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