Get label noise data
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Last updated
Was this helpful?
Obtain metrics that describe potential label noise issues in the dataset. To calculate these metrics, use the calculateDataQualityMetrics endpoint.
/api/{projectId}/raw-data/data-quality/label-noise
Project ID
curl -L \
--url 'https://studio.edgeimpulse.com/v1/api/{projectId}/raw-data/data-quality/label-noise' \
--header 'x-api-key: YOUR_API_KEY'{
"success": true,
"error": "text",
"data": {
"cosineSimilarity": {
"similarButDifferentLabel": [
{
"id": 1,
"sample": {
"id": 2,
"filename": "idle01.d8Ae",
"signatureValidate": true,
"signatureMethod": "HS256",
"signatureKey": "text",
"created": "2025-02-21T18:04:32.090Z",
"lastModified": "2025-02-21T18:04:32.090Z",
"category": "training",
"coldstorageFilename": "text",
"label": "healthy-machine",
"intervalMs": 16,
"frequency": 62.5,
"originalIntervalMs": 16,
"originalFrequency": 62.5,
"deviceName": "text",
"deviceType": "text",
"valuesCount": 1,
"totalLengthMs": 1,
"added": "2025-02-21T18:04:32.090Z",
"thumbnailVideo": "text",
"thumbnailVideoFull": "text",
"isDisabled": true,
"isProcessing": true,
"processingJobId": 1,
"processingError": true,
"processingErrorString": "text",
"isCropped": true,
"projectId": 1,
"projectOwnerName": "text",
"projectName": "text",
"sha256Hash": "text",
"createdBySyntheticDataJobId": 1,
"boundingBoxesType": "object_detection",
"chartType": "chart",
"projectLabelingMethod": "single_label",
"sensors": [
{
"name": "accX",
"units": "text"
}
],
"boundingBoxes": [
{
"label": "text",
"x": 1,
"y": 1,
"width": 1,
"height": 1
}
],
"metadata": {
"ANY_ADDITIONAL_PROPERTY": "text"
},
"structuredLabels": [
{
"startIndex": 1,
"endIndex": 1,
"label": "text"
}
],
"structuredLabelsList": [
"text"
],
"imageDimensions": {
"width": 1,
"height": 1
}
},
"label": 1,
"issues": [
{
"id": 1,
"sample": {
"id": 2,
"filename": "idle01.d8Ae",
"signatureValidate": true,
"signatureMethod": "HS256",
"signatureKey": "text",
"created": "2025-02-21T18:04:32.090Z",
"lastModified": "2025-02-21T18:04:32.090Z",
"category": "training",
"coldstorageFilename": "text",
"label": "healthy-machine",
"intervalMs": 16,
"frequency": 62.5,
"originalIntervalMs": 16,
"originalFrequency": 62.5,
"deviceName": "text",
"deviceType": "text",
"valuesCount": 1,
"totalLengthMs": 1,
"added": "2025-02-21T18:04:32.090Z",
"thumbnailVideo": "text",
"thumbnailVideoFull": "text",
"isDisabled": true,
"isProcessing": true,
"processingJobId": 1,
"processingError": true,
"processingErrorString": "text",
"isCropped": true,
"projectId": 1,
"projectOwnerName": "text",
"projectName": "text",
"sha256Hash": "text",
"createdBySyntheticDataJobId": 1,
"boundingBoxesType": "object_detection",
"chartType": "chart",
"projectLabelingMethod": "single_label",
"sensors": [
{
"name": "accX",
"units": "text"
}
],
"boundingBoxes": [
{
"label": "text",
"x": 1,
"y": 1,
"width": 1,
"height": 1
}
],
"metadata": {
"ANY_ADDITIONAL_PROPERTY": "text"
},
"structuredLabels": [
{
"startIndex": 1,
"endIndex": 1,
"label": "text"
}
],
"structuredLabelsList": [
"text"
],
"imageDimensions": {
"width": 1,
"height": 1
}
},
"label": 1,
"windows": [
{
"windowStart": 1,
"windowEnd": 1,
"score": 1
}
]
}
]
}
],
"differentButSameLabel": [
{
"id": 1,
"sample": {
"id": 2,
"filename": "idle01.d8Ae",
"signatureValidate": true,
"signatureMethod": "HS256",
"signatureKey": "text",
"created": "2025-02-21T18:04:32.090Z",
"lastModified": "2025-02-21T18:04:32.090Z",
"category": "training",
"coldstorageFilename": "text",
"label": "healthy-machine",
"intervalMs": 16,
"frequency": 62.5,
"originalIntervalMs": 16,
"originalFrequency": 62.5,
"deviceName": "text",
"deviceType": "text",
"valuesCount": 1,
"totalLengthMs": 1,
"added": "2025-02-21T18:04:32.090Z",
"thumbnailVideo": "text",
"thumbnailVideoFull": "text",
"isDisabled": true,
"isProcessing": true,
"processingJobId": 1,
"processingError": true,
"processingErrorString": "text",
"isCropped": true,
"projectId": 1,
"projectOwnerName": "text",
"projectName": "text",
"sha256Hash": "text",
"createdBySyntheticDataJobId": 1,
"boundingBoxesType": "object_detection",
"chartType": "chart",
"projectLabelingMethod": "single_label",
"sensors": [
{
"name": "accX",
"units": "text"
}
],
"boundingBoxes": [
{
"label": "text",
"x": 1,
"y": 1,
"width": 1,
"height": 1
}
],
"metadata": {
"ANY_ADDITIONAL_PROPERTY": "text"
},
"structuredLabels": [
{
"startIndex": 1,
"endIndex": 1,
"label": "text"
}
],
"structuredLabelsList": [
"text"
],
"imageDimensions": {
"width": 1,
"height": 1
}
},
"label": 1,
"issues": [
{
"id": 1,
"sample": {
"id": 2,
"filename": "idle01.d8Ae",
"signatureValidate": true,
"signatureMethod": "HS256",
"signatureKey": "text",
"created": "2025-02-21T18:04:32.090Z",
"lastModified": "2025-02-21T18:04:32.090Z",
"category": "training",
"coldstorageFilename": "text",
"label": "healthy-machine",
"intervalMs": 16,
"frequency": 62.5,
"originalIntervalMs": 16,
"originalFrequency": 62.5,
"deviceName": "text",
"deviceType": "text",
"valuesCount": 1,
"totalLengthMs": 1,
"added": "2025-02-21T18:04:32.090Z",
"thumbnailVideo": "text",
"thumbnailVideoFull": "text",
"isDisabled": true,
"isProcessing": true,
"processingJobId": 1,
"processingError": true,
"processingErrorString": "text",
"isCropped": true,
"projectId": 1,
"projectOwnerName": "text",
"projectName": "text",
"sha256Hash": "text",
"createdBySyntheticDataJobId": 1,
"boundingBoxesType": "object_detection",
"chartType": "chart",
"projectLabelingMethod": "single_label",
"sensors": [
{
"name": "accX",
"units": "text"
}
],
"boundingBoxes": [
{
"label": "text",
"x": 1,
"y": 1,
"width": 1,
"height": 1
}
],
"metadata": {
"ANY_ADDITIONAL_PROPERTY": "text"
},
"structuredLabels": [
{
"startIndex": 1,
"endIndex": 1,
"label": "text"
}
],
"structuredLabelsList": [
"text"
],
"imageDimensions": {
"width": 1,
"height": 1
}
},
"label": 1,
"windows": [
{
"windowStart": 1,
"windowEnd": 1,
"score": 1
}
]
}
]
}
]
},
"neighbors": {
"numNeighbors": 1,
"scoresAndNeighbors": [
{
"id": 1,
"sample": {
"id": 2,
"filename": "idle01.d8Ae",
"signatureValidate": true,
"signatureMethod": "HS256",
"signatureKey": "text",
"created": "2025-02-21T18:04:32.090Z",
"lastModified": "2025-02-21T18:04:32.090Z",
"category": "training",
"coldstorageFilename": "text",
"label": "healthy-machine",
"intervalMs": 16,
"frequency": 62.5,
"originalIntervalMs": 16,
"originalFrequency": 62.5,
"deviceName": "text",
"deviceType": "text",
"valuesCount": 1,
"totalLengthMs": 1,
"added": "2025-02-21T18:04:32.090Z",
"thumbnailVideo": "text",
"thumbnailVideoFull": "text",
"isDisabled": true,
"isProcessing": true,
"processingJobId": 1,
"processingError": true,
"processingErrorString": "text",
"isCropped": true,
"projectId": 1,
"projectOwnerName": "text",
"projectName": "text",
"sha256Hash": "text",
"createdBySyntheticDataJobId": 1,
"boundingBoxesType": "object_detection",
"chartType": "chart",
"projectLabelingMethod": "single_label",
"sensors": [
{
"name": "accX",
"units": "text"
}
],
"boundingBoxes": [
{
"label": "text",
"x": 1,
"y": 1,
"width": 1,
"height": 1
}
],
"metadata": {
"ANY_ADDITIONAL_PROPERTY": "text"
},
"structuredLabels": [
{
"startIndex": 1,
"endIndex": 1,
"label": "text"
}
],
"structuredLabelsList": [
"text"
],
"imageDimensions": {
"width": 1,
"height": 1
}
},
"windowStart": 1,
"windowEnd": 1,
"score": 1,
"neighborWindows": [
{
"id": 1,
"sample": {
"id": 2,
"filename": "idle01.d8Ae",
"signatureValidate": true,
"signatureMethod": "HS256",
"signatureKey": "text",
"created": "2025-02-21T18:04:32.090Z",
"lastModified": "2025-02-21T18:04:32.090Z",
"category": "training",
"coldstorageFilename": "text",
"label": "healthy-machine",
"intervalMs": 16,
"frequency": 62.5,
"originalIntervalMs": 16,
"originalFrequency": 62.5,
"deviceName": "text",
"deviceType": "text",
"valuesCount": 1,
"totalLengthMs": 1,
"added": "2025-02-21T18:04:32.090Z",
"thumbnailVideo": "text",
"thumbnailVideoFull": "text",
"isDisabled": true,
"isProcessing": true,
"processingJobId": 1,
"processingError": true,
"processingErrorString": "text",
"isCropped": true,
"projectId": 1,
"projectOwnerName": "text",
"projectName": "text",
"sha256Hash": "text",
"createdBySyntheticDataJobId": 1,
"boundingBoxesType": "object_detection",
"chartType": "chart",
"projectLabelingMethod": "single_label",
"sensors": [
{
"name": "accX",
"units": "text"
}
],
"boundingBoxes": [
{
"label": "text",
"x": 1,
"y": 1,
"width": 1,
"height": 1
}
],
"metadata": {
"ANY_ADDITIONAL_PROPERTY": "text"
},
"structuredLabels": [
{
"startIndex": 1,
"endIndex": 1,
"label": "text"
}
],
"structuredLabelsList": [
"text"
],
"imageDimensions": {
"width": 1,
"height": 1
}
},
"windowStart": 1,
"windowEnd": 1
}
]
}
]
},
"crossValidation": {
"scores": [
{
"id": 1,
"sample": {
"id": 2,
"filename": "idle01.d8Ae",
"signatureValidate": true,
"signatureMethod": "HS256",
"signatureKey": "text",
"created": "2025-02-21T18:04:32.090Z",
"lastModified": "2025-02-21T18:04:32.090Z",
"category": "training",
"coldstorageFilename": "text",
"label": "healthy-machine",
"intervalMs": 16,
"frequency": 62.5,
"originalIntervalMs": 16,
"originalFrequency": 62.5,
"deviceName": "text",
"deviceType": "text",
"valuesCount": 1,
"totalLengthMs": 1,
"added": "2025-02-21T18:04:32.090Z",
"thumbnailVideo": "text",
"thumbnailVideoFull": "text",
"isDisabled": true,
"isProcessing": true,
"processingJobId": 1,
"processingError": true,
"processingErrorString": "text",
"isCropped": true,
"projectId": 1,
"projectOwnerName": "text",
"projectName": "text",
"sha256Hash": "text",
"createdBySyntheticDataJobId": 1,
"boundingBoxesType": "object_detection",
"chartType": "chart",
"projectLabelingMethod": "single_label",
"sensors": [
{
"name": "accX",
"units": "text"
}
],
"boundingBoxes": [
{
"label": "text",
"x": 1,
"y": 1,
"width": 1,
"height": 1
}
],
"metadata": {
"ANY_ADDITIONAL_PROPERTY": "text"
},
"structuredLabels": [
{
"startIndex": 1,
"endIndex": 1,
"label": "text"
}
],
"structuredLabelsList": [
"text"
],
"imageDimensions": {
"width": 1,
"height": 1
}
},
"windowStart": 1,
"windowEnd": 1,
"label": 1,
"probability": 1,
"score": 1
}
]
}
}
}OK