> ## Documentation Index
> Fetch the complete documentation index at: https://docs.edgeimpulse.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Coffee machine stages (vibration)

**Task:** Motion and Vibration Classification

**License:** [BSD 3-Clause Clear](https://spdx.org/licenses/BSD-3-Clause-Clear.html)

<Frame caption="Dataset Screenshot">
  <img src="https://mintcdn.com/edgeimpulse/VpF_Einsy6qHCvhZ/.assets/images/dataset-screenshot/497429.png?fit=max&auto=format&n=VpF_Einsy6qHCvhZ&q=85&s=0d50b78fee905303b2f8a4af3863d78b" width="1600" height="719" data-path=".assets/images/dataset-screenshot/497429.png" />
</Frame>

## Description

### Dataset Details

* **Total Data Items:** 11

* **Labeling Method:** single label

* **Train/Test Split:** 72.73% / 27.27%

|                      | **Training Set**           | **Testing Set**            |
| -------------------- | -------------------------- | -------------------------- |
| **Total Data Items** | 8                          | 3                          |
| **Labels**           | extract, grind, idle, pump | extract, grind, idle, pump |

## Usage

The dataset can be added to a project in two ways: cloning the dataset public project or downloading the dataset and importing it into another project.

* **Clone the [public project](https://studio.edgeimpulse.com/public/497429/latest)**

  To clone and use this project, visit the [Edge Impulse Studio link](https://studio.edgeimpulse.com/public/497429/latest), click on the **Clone** button on the top-right corner and follow the cloning instructions.

* **Download and import**

  * [Download link](https://cdn.edgeimpulse.com/datasets/Vibration+Classification+-+Coffee+machine+stages.zip)

  This dataset uses the Edge Impulse Exporter Format (`info.labels`). See [Edge Impulse labels](/tools/specifications/data-annotation/ei-labels) for more info.

  Edge Impulse also supports different [data acquisition formats](/tools/specifications/data-acquisition/json-cbor) and [dataset annotation formats](/tools/specifications/data-annotation/ei-labels) that you can import into your project to build your edge AI models:

  * [Studio uploader](/studio/projects/data-acquisition/uploader)
  * [CLI uploader](/tools/clis/edge-impulse-cli/uploader)
  * [CSV Wizard](/studio/projects/data-acquisition/csv-wizard)
  * [Python SDK](/tutorials/tools/sdks/studio/python/upload-download-data)
  * [Ingestion API](/apis/ingestion)
  * [Import from S3 buckets](/studio/projects/data-acquisition/data-sources)
  * [Upload portals](/studio/organizations/upload-portals)

## Citation

If you use this dataset in your research paper, please cite it using the following BibTeX:

```
@misc{edgeimpulse_dataset_497429,
    title = {Vibration Classification - Coffee machine stages},
    author = {Edge Impulse},
    year = {2024},
    url = {https://studio.edgeimpulse.com/public/497429/latest},
    note = {BSD 3-Clause Clear}
}
```